01_Data_Ingestion.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ce3ca94e-b212-4a92-9501-ade921575322",
   "metadata": {},
   "source": [
    "# NB1: Data Ingestion, Initial Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "962133ca-439e-4da9-a913-f97801e4c6a2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e3e35e27-6d28-4e3c-a4bd-53fe8ac445bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 8.99 s, sys: 5.85 s, total: 14.8 s\n",
      "Wall time: 20 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(200332, 5)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%time\n",
    "\n",
    "df_news_final_project = pd.read_parquet('https://storage.googleapis.com/msca-bdp-data-open/news_final_project/news_final_project.parquet', engine='pyarrow')\n",
    "df_news_final_project.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d4bbd54a-978d-4886-a5b9-aca61e4dec02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>date</th>\n",
       "      <th>language</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://en.people.cn/n3/2021/0318/c90000-983012...</td>\n",
       "      <td>2021-03-18</td>\n",
       "      <td>en</td>\n",
       "      <td>Artificial intelligence improves parking effic...</td>\n",
       "      <td>\\n\\nArtificial intelligence improves parking e...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://newsparliament.com/2020/02/27/children-...</td>\n",
       "      <td>2020-02-27</td>\n",
       "      <td>en</td>\n",
       "      <td>Children With Autism Saw Their Learning and So...</td>\n",
       "      <td>\\nChildren With Autism Saw Their Learning and ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://www.dataweek.co.za/12835r</td>\n",
       "      <td>2021-03-26</td>\n",
       "      <td>en</td>\n",
       "      <td>Forget ML, AI and Industry 4.0 – obsolescence ...</td>\n",
       "      <td>\\n\\nForget ML, AI and Industry 4.0 – obsolesce...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://www.homeoffice.consumerelectronicsnet.c...</td>\n",
       "      <td>2021-03-10</td>\n",
       "      <td>en</td>\n",
       "      <td>Strategy Analytics: 71% of Smartphones Sold Gl...</td>\n",
       "      <td>\\n\\nStrategy Analytics: 71% of Smartphones Sol...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://www.itbusinessnet.com/2020/10/olympus-t...</td>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>en</td>\n",
       "      <td>Olympus to Support Endoscopic AI Diagnosis Edu...</td>\n",
       "      <td>\\n\\nOlympus to Support Endoscopic AI Diagnosis...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 url        date language  \\\n",
       "0  http://en.people.cn/n3/2021/0318/c90000-983012...  2021-03-18       en   \n",
       "1  http://newsparliament.com/2020/02/27/children-...  2020-02-27       en   \n",
       "2                   http://www.dataweek.co.za/12835r  2021-03-26       en   \n",
       "3  http://www.homeoffice.consumerelectronicsnet.c...  2021-03-10       en   \n",
       "4  http://www.itbusinessnet.com/2020/10/olympus-t...  2020-10-20       en   \n",
       "\n",
       "                                               title  \\\n",
       "0  Artificial intelligence improves parking effic...   \n",
       "1  Children With Autism Saw Their Learning and So...   \n",
       "2  Forget ML, AI and Industry 4.0 – obsolescence ...   \n",
       "3  Strategy Analytics: 71% of Smartphones Sold Gl...   \n",
       "4  Olympus to Support Endoscopic AI Diagnosis Edu...   \n",
       "\n",
       "                                                text  \n",
       "0  \\n\\nArtificial intelligence improves parking e...  \n",
       "1  \\nChildren With Autism Saw Their Learning and ...  \n",
       "2  \\n\\nForget ML, AI and Industry 4.0 – obsolesce...  \n",
       "3  \\n\\nStrategy Analytics: 71% of Smartphones Sol...  \n",
       "4  \\n\\nOlympus to Support Endoscopic AI Diagnosis...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_news_final_project.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cc976afa-5731-475d-802a-718e8ba02d2d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "en    200332\n",
       "Name: language, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking for language\n",
    "df_news_final_project['language'].value_counts()\n",
    "# All news articles are in English Language"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "de8b4512-9842-4e54-93b3-b34f4e39c40c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>date</th>\n",
       "      <th>language</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>178951</th>\n",
       "      <td>https://www.1011now.com/prnewswire/2022/11/30/ensuring-clinical-ai-safety-scale-deepc-centaur-labs-segmed-form-radiology-ai-safety-initiative/</td>\n",
       "      <td>2022-11-30</td>\n",
       "      <td>en</td>\n",
       "      <td>Ensuring Clinical AI Safety at Scale: deepc, Centaur Labs, and Segmed form Radiology AI Safety Initiative</td>\n",
       "      <td>Ensuring Clinical AI Safety at Scale: deepc, Centaur Labs, and Segmed form Radiology AI Safety Initiative\\n\\nSkip to contentNewsWeatherSportsPure NebraskaContact UsLive NewscastsVideoHomeNewsEducationNationalElectionCoronavirusCrimeNews VideoLive NewscastsWeatherClosingsInteractive RadarWatch 10/11 24/7 WeatherWeather Shield Request FormWeather CamerasDownload the Weather AppSportsNReportHigh SchoolSports VideoScoreboardElectionElection ResultsNational Politics1011 CaresPure NebraskaPure Nebraska VideoContestsCan Care-A-VanContact UsMeet the TeamSubmit a News TipCareersAdvertise With Us10/11 24/7 WeatherLocal EverydayHealthy EverydaySeniors EverydayProgramming ScheduleSubmit Photos and VideosCircle - Country Music &amp; LifestyleGray DC BureauInvestigate TVLatest NewscastsPowerNationPress ReleasesEnsuring Clinical AI Safety at Scale: deepc, Centaur Labs, and Segmed form Radiology AI Safety InitiativePublished: Nov. 30, 2022 at 8:00 AM CST|Updated: 16 minutes agoMUNICH, BOSTON, and STANFORD, Calif., Nov. 30, 2022 /PRNewswire/ -- With AI becoming an integral part of clinical radiology workflows, the data used to develop AI algorithms is ever essential. An identified industry challenge is ensuring post-market surveillance of AI at scale, providing a foundation for the continued clinical safety and improvement of algorithms before and after clinical deployment. AI algorithms already need to meet high-performance standards for clearance by notified bodies such as the FDA.Dr. Martin Willemink, MD PhD, CEO Segmed, John Moulden, CCO deepc, Dr. Anna Tidstam, CTO, deepc, and Erik Duhaime, CEO Centaur Labs. (PRNewsfoto/Deepc)(PRNewswire)However, in some clinical scenarios, the performance of an AI algorithm may not meet expectations or degrade over time, e.g. due to different target patient populations or new scanner types. To identify such effects immediately, it is crucial to assess the performance of AI before and during its deployment in routine clinical use. In such cases, AI algorithms can then be re-trained on broader datasets, reflecting the target population, and making them more robust and safe. To address this need, deepc, Centaur Labs, and Segmed have joined forces and started a Radiology AI Safety Initiative to strengthen the continued AI performance in clinical workflows.Three leaders in the field of Radiology AI have formed a novel AI Safety initiative to make AI algorithm use in clinical routines safer, as well as management and retraining easier.MedTech company deepc with its leading radiology AI platform deepcOS offers radiologists access to a myriad of regulatory-cleared AI solutions from their globally leading partner network.Segmed provides secured, de-identified medical data, and Centaur Labs a labeling solution for such data.Collaborating with its AI Partners, deepc helps AI applications fulfill the highest safety and performance standards.Customers that use deepcOS commonly seek validation and benchmarking assistance to identify the optimal performance of algorithms and pre-launch safety checks, offering surety of selection meeting the specific needs of the clinical environment.Segmed's self-serve data platform Insight allows AI developers to build cohorts of de-identified and structured data that are readily available for training, testing, and validation of AI algorithms.Together with Centaur Labs, medical labeling services can be provided for given clinical indication fields to ensure safe operations of AI engines on specific customer data prior to deployment.The companies are developing a joint offering. AI vendors will be able to perform real-time post-market surveillance via the deepcOS platform and identify when an AI model is performing suboptimally over time, a phenomenon that is often regarded as 'AI drift'. This may be caused by a shifting patient population or new scanner types, for instance. deepc will avail this precise information to AI vendor partners and offer on-demand access to data that is anonymized and cleared for AI R&amp;D through Segmed's data platform, and annotated by Centaur Lab's scalable data annotation platform. This data can be used to retrain the AI algorithm, improve performance, robustness, and clinical AI safety. Obtaining diverse, relevant data and labeling this data are two of the biggest bottlenecks in AI pipelines, solved by deepc's partners Segmed and Centaur Labs.\"An outstanding effort of our companies leads to improved clinical AI safety, eventually leading to better clinical outcomes and increased patient safety. We are very proud to be leading this very important initiative in the industry\", says deepc's Co-Founder and CEO Dr. Franz Pfister.Find more insights here: https://www.deepc.ai/news/ensuring-clinical-ai-safety-at-scalPhoto - https://mma.prnewswire.com/media/1958826/Deepc__DR.jpgPress contact:Natalie ErdmannCMOnatalie.erdmann@deepc.aiwww.deepc.aiLinkedIn/company/deepchealthView original content to download multimedia:https://www.prnewswire.com/news-releases/ensuring-clinical-ai-safety-at-scale-deepc-centaur-labs-and-segmed-form-radiology-ai-safety-initiative-301690247.htmlSOURCE  DeepcThe above press release was provided courtesy of PRNewswire. The views, opinions and statements in the press release are not endorsed by Gray Media Group nor do they necessarily state or reflect those of Gray Media Group, Inc.NewsWeatherLive NewscastsLive EventsSports1011 CaresContact UsKOLN840 North 40thLincoln, NE 68503(402) 467-4321Public Inspection Filepublicfile@1011now.com - (402) 467-4321FCC ApplicationsPrivacy PolicyTerms of ServiceEEO StatementAdvertisingClosed Captioning/Audio DescriptionA Gray Media Group, Inc. Station - ©  2002-2022 Gray Television, Inc.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135057</th>\n",
       "      <td>https://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot/</td>\n",
       "      <td>2023-02-07</td>\n",
       "      <td>en</td>\n",
       "      <td>Google's Bard isn't Shakespeare, but instead an AI chatbot - Marketplace</td>\n",
       "      <td>\\n\\nGoogle's Bard isn't Shakespeare, but instead an AI chatbot - Marketplace\\n \\nSkip to content\\nListen\\nNewsletters\\nShows\\n\\nHow We Survive\\nMarketplace\\nMarketplace Morning Report\\nMarketplace Tech\\nMake Me Smart\\nThis is Uncomfortable\\nMillion Bazillion\\nThe Uncertain Hour\\nMarketplace Minute®\\nCorner Office from Marketplace\\n\\n\\n \\n\\nMarketplace Logo\\n\\nMarketplace Logo\\nNewsletters\\n\\n\\nShows\\n\\nHow We Survive\\nMarketplace\\nMarketplace Morning Report\\nMarketplace Tech\\nMake Me Smart\\nThis is Uncomfortable\\nMillion Bazillion\\nThe Uncertain Hour\\nMarketplace Minute®\\nCorner Office from Marketplace\\n\\n\\n \\nFacebook\\nTwitter\\nInstagram\\nYoutube\\nDonate\\n\\nSearch\\n\\nMenu\\nMenu\\n\\nSearch\\n\\nExplore\\nLatest Stories\\nOur Shows\\nCollections\\nSmart Speaker Skills\\nMusic\\nFind Your Local Station\\nCorrections\\n  \\n\\nCompany\\nFAQs\\nEthics Policy\\nSubmissions\\nStaff\\nCareers\\n  \\n\\nSupport Us\\nIndividuals\\nCorporate Sponsorship\\nFoundations\\nShop\\n  \\n\\nFollow Us\\n\\nFacebook\\nTwitter\\nInstagram\\nYoutube\\n\\n \\n \\n\\nNewsletters\\nTalk to Us\\n\\n\\n \\n\\n\\n \\n\\nRace and EconomyTake our Econ 101 Crash CourseI've Always Wondered ...My Economy\\n\\n\\n \\n\\n  Your browser does not support the audio format.\\n\\n                          Loading...                        \\n\\n\\n \\n\\nMore From This Show\\n\\n0:00\\n/\\n 0:00\\n\\n0% played\\n\\n \\n \\n\\nFeb 7, 2023\\nSupport Marketplace Morning Report\\nFind Your Local Station\\nFind Your Local Station\\n\\nABOUT THIS SHOW\\nABOUT SHOW\\n Justin Sullivan/Getty Images\\n \\n\\nFeb 7, 2023\\n\\nFeb 7, 2023\\n\\nGoogle’s Bard isn’t Shakespeare, but instead an AI chatbot\\n\\nGoogle announced this week that it is developing Bard, the tech giant's chatbot intended to rival ChatGPT. Microsoft, meanwhile, is trying to develop its own chatbot to work with the Bing search engine. The recent scandal in India involving the Adani Group, one of the country's largest companies, is sending waves through the Indian economy. And, a look into why consumer debt is on the rise in the U.S. ahead of the Fed's report on consumer credit. \\n\\nListen Now\\n \\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot\\nCOPY THE LINK\\n\\nShare\\nHTML EMBED:\\n\\nCOPY\\n\\nHTML EMBED\\n\\nDownload\\n\\n Justin Sullivan/Getty Images\\n \\n\\n\\nGoogle announced this week that it is developing Bard, the tech giant's chatbot intended to rival ChatGPT. Microsoft, meanwhile, is trying to develop its own chatbot to work with the Bing search engine. The recent scandal in India involving the Adani Group, one of the country's largest companies, is sending waves through the Indian economy. And, a look into why consumer debt is on the rise in the U.S. ahead of the Fed's report on consumer credit. \\nget the podcast\\n\\nApple\\nSpotify\\nAmazon Music\\nGoogle\\nStitcher\\nRSS\\n\\nget the podcast\\n\\nApple\\nSpotify\\nAmazon Music\\nGoogle\\nStitcher\\nRSS\\n\\nOur weekly “Econ Extra Credit” newsletter is an unexpected way to learn about the economy, one documentary film at a time. Sign up to watch, and learn, with us.\\nEmail address\\n                        *\\n\\nSubscribe\\n\\nSegments From this episode\\n\\nGoogle and Microsoft to raise their own rivals to ChatGPT\\nMarketplace's Nancy Marshall-Genzer reports. \\n\\n                                        Tags:\\n                                                            chatbots\\nChatGPT\\nGoogle\\nMicrosoft\\ntech sector\\n\\n\\n \\nListen Now \\n\\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot/#Google-and-Microsoft-to-raise-their-own-rivals-to-ChatGPT\\nCOPY THE LINK\\n \\nWhat's behind India's Adani scandal?\\nThe BBC's India correspondent, Arunoday Mukharji, explains what's been going on in the country.\\n\\n                                        Tags:\\n                                                            India\\ncorporate crisis\\n\\n\\n \\nListen Now \\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot/#What's-behind-India's-Adani-scandal?\\nCOPY THE LINK\\n\\n \\n\\nConsumer debt is becoming more of a burden\\n\\n\\nby\\nJustin Ho                    \\n\\n\\n              Feb 7, 2023            \\n\\nConsumer debt levels have been rising. While wage gains have helped people pay off debt, those gains have been slowing down. \\n\\n \\n\\n              Getty Images            \\n\\n \\nListenLISTEN\\nDownload\\n\\nDownload\\nREAD MORE\\n\\nREAD MORE\\n\\nHTML EMBED:\\n\\nCOPY\\nEMBED\\n\\nEMBED\\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/2023/02/07/consumer-debt-is-becoming-more-of-a-burden/\\nCOPY THE LINK\\nSHARE\\n\\nSHARE\\nSubscribe Using:\\nApple\\nSpotify\\nAmazon Music\\nGoogle\\nStitcher\\nRSS\\n\\nSUBSCRIBE\\n\\nSUBSCRIBE\\n \\nThe team\\nDavid Brancaccio\\nHost\\n\\nMeredith Garretson\\nSenior Producer\\n\\nErika Soderstrom\\nProducer\\n\\nAlex Schroeder\\nProducer\\n\\nAriana Rosas\\nProducer/Director\\n\\nJarrett Dang\\nDigital Producer\\n\\nJesson Duller\\nMedia Producer\\n\\nNick Esposito\\nMedia Producer\\n\\nKatie Barnfield\\nProducer, BBC\\n\\nJames Graham\\nProducer, BBC\\n\\nJo Critcher\\nProducer, BBC\\n \\nLatest Episodes From Our Shows\\n\\n7:14 AM PST\\n7:51\\n4:04 AM PST\\n11:22\\n\\n7:33 AM PST\\n1:50\\n3:00 AM PST\\n22:31\\n6:40 PM PST\\n16:18\\nFeb 6, 2023\\n27:32\\nDec 8, 2022\\n39:27\\nRead More\\n\\n\\nThe global economy proves stronger than expected, which is good news for the U.S.\\n\\nRead More\\n\\n\\nOlder zoos face decisions around cages built for different times\\n\\nRead More\\n\\n\\nWhat happens when your streaming show gets \"disappeared\"?\\n\\nRead More\\n\\n\\nAs the Family and Medical Leave Act turns 30, millions of Americans still lack access to paid leave\\n\\n \\n\\n \\n\\n\\n \\n \\n \\n\\nMarketplace Logo\\n\\n                            Donate                          \\n\\nContact Us\\nFAQs\\nStaff\\nCareers\\nSupport Marketplace\\n\\nFor Individuals\\nFor Foundations\\nFor Corporate Sponsors\\n\\n\\n \\n\\n\\nFacebook\\nTwitter\\nInstagram\\nYoutube\\n\\n\\n \\n\\nSubscribe to Marketplace Newsletters:\\n\\nNewsletters\\n\\nTalk to Us\\nDonate\\n\\nFind Your Local Station\\n \\n\\n \\n\\n \\n          © 2023 Minnesota Public Radio. All Rights Reserved. Marketplace is a division of MPR's 501 (c)(3). EIN: 41-0953924        \\n\\nPrivacy Policy\\nTerms of Use\\n\\n\\n \\n \\n\\nCLOSE\\nClose\\n\\nClose\\n\\nNeed some Econ 101?\\n\\nOur new Marketplace Crash Course is here to help. Sign-up for free, learn at your own pace.\\n                                        Let's do it!                                    \\n\\t\\t\\t\\tGo to mobile version\\t\\t\\t\\n</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                   url  \\\n",
       "178951  https://www.1011now.com/prnewswire/2022/11/30/ensuring-clinical-ai-safety-scale-deepc-centaur-labs-segmed-form-radiology-ai-safety-initiative/   \n",
       "135057                           https://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot/   \n",
       "\n",
       "              date language  \\\n",
       "178951  2022-11-30       en   \n",
       "135057  2023-02-07       en   \n",
       "\n",
       "                                                                                                            title  \\\n",
       "178951  Ensuring Clinical AI Safety at Scale: deepc, Centaur Labs, and Segmed form Radiology AI Safety Initiative   \n",
       "135057                                   Google's Bard isn't Shakespeare, but instead an AI chatbot - Marketplace   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            text  \n",
       "178951                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Ensuring Clinical AI Safety at Scale: deepc, Centaur Labs, and Segmed form Radiology AI Safety Initiative\\n\\nSkip to contentNewsWeatherSportsPure NebraskaContact UsLive NewscastsVideoHomeNewsEducationNationalElectionCoronavirusCrimeNews VideoLive NewscastsWeatherClosingsInteractive RadarWatch 10/11 24/7 WeatherWeather Shield Request FormWeather CamerasDownload the Weather AppSportsNReportHigh SchoolSports VideoScoreboardElectionElection ResultsNational Politics1011 CaresPure NebraskaPure Nebraska VideoContestsCan Care-A-VanContact UsMeet the TeamSubmit a News TipCareersAdvertise With Us10/11 24/7 WeatherLocal EverydayHealthy EverydaySeniors EverydayProgramming ScheduleSubmit Photos and VideosCircle - Country Music & LifestyleGray DC BureauInvestigate TVLatest NewscastsPowerNationPress ReleasesEnsuring Clinical AI Safety at Scale: deepc, Centaur Labs, and Segmed form Radiology AI Safety InitiativePublished: Nov. 30, 2022 at 8:00 AM CST|Updated: 16 minutes agoMUNICH, BOSTON, and STANFORD, Calif., Nov. 30, 2022 /PRNewswire/ -- With AI becoming an integral part of clinical radiology workflows, the data used to develop AI algorithms is ever essential. An identified industry challenge is ensuring post-market surveillance of AI at scale, providing a foundation for the continued clinical safety and improvement of algorithms before and after clinical deployment. AI algorithms already need to meet high-performance standards for clearance by notified bodies such as the FDA.Dr. Martin Willemink, MD PhD, CEO Segmed, John Moulden, CCO deepc, Dr. Anna Tidstam, CTO, deepc, and Erik Duhaime, CEO Centaur Labs. (PRNewsfoto/Deepc)(PRNewswire)However, in some clinical scenarios, the performance of an AI algorithm may not meet expectations or degrade over time, e.g. due to different target patient populations or new scanner types. To identify such effects immediately, it is crucial to assess the performance of AI before and during its deployment in routine clinical use. In such cases, AI algorithms can then be re-trained on broader datasets, reflecting the target population, and making them more robust and safe. To address this need, deepc, Centaur Labs, and Segmed have joined forces and started a Radiology AI Safety Initiative to strengthen the continued AI performance in clinical workflows.Three leaders in the field of Radiology AI have formed a novel AI Safety initiative to make AI algorithm use in clinical routines safer, as well as management and retraining easier.MedTech company deepc with its leading radiology AI platform deepcOS offers radiologists access to a myriad of regulatory-cleared AI solutions from their globally leading partner network.Segmed provides secured, de-identified medical data, and Centaur Labs a labeling solution for such data.Collaborating with its AI Partners, deepc helps AI applications fulfill the highest safety and performance standards.Customers that use deepcOS commonly seek validation and benchmarking assistance to identify the optimal performance of algorithms and pre-launch safety checks, offering surety of selection meeting the specific needs of the clinical environment.Segmed's self-serve data platform Insight allows AI developers to build cohorts of de-identified and structured data that are readily available for training, testing, and validation of AI algorithms.Together with Centaur Labs, medical labeling services can be provided for given clinical indication fields to ensure safe operations of AI engines on specific customer data prior to deployment.The companies are developing a joint offering. AI vendors will be able to perform real-time post-market surveillance via the deepcOS platform and identify when an AI model is performing suboptimally over time, a phenomenon that is often regarded as 'AI drift'. This may be caused by a shifting patient population or new scanner types, for instance. deepc will avail this precise information to AI vendor partners and offer on-demand access to data that is anonymized and cleared for AI R&D through Segmed's data platform, and annotated by Centaur Lab's scalable data annotation platform. This data can be used to retrain the AI algorithm, improve performance, robustness, and clinical AI safety. Obtaining diverse, relevant data and labeling this data are two of the biggest bottlenecks in AI pipelines, solved by deepc's partners Segmed and Centaur Labs.\"An outstanding effort of our companies leads to improved clinical AI safety, eventually leading to better clinical outcomes and increased patient safety. We are very proud to be leading this very important initiative in the industry\", says deepc's Co-Founder and CEO Dr. Franz Pfister.Find more insights here: https://www.deepc.ai/news/ensuring-clinical-ai-safety-at-scalPhoto - https://mma.prnewswire.com/media/1958826/Deepc__DR.jpgPress contact:Natalie ErdmannCMOnatalie.erdmann@deepc.aiwww.deepc.aiLinkedIn/company/deepchealthView original content to download multimedia:https://www.prnewswire.com/news-releases/ensuring-clinical-ai-safety-at-scale-deepc-centaur-labs-and-segmed-form-radiology-ai-safety-initiative-301690247.htmlSOURCE  DeepcThe above press release was provided courtesy of PRNewswire. The views, opinions and statements in the press release are not endorsed by Gray Media Group nor do they necessarily state or reflect those of Gray Media Group, Inc.NewsWeatherLive NewscastsLive EventsSports1011 CaresContact UsKOLN840 North 40thLincoln, NE 68503(402) 467-4321Public Inspection Filepublicfile@1011now.com - (402) 467-4321FCC ApplicationsPrivacy PolicyTerms of ServiceEEO StatementAdvertisingClosed Captioning/Audio DescriptionA Gray Media Group, Inc. Station - ©  2002-2022 Gray Television, Inc.  \n",
       "135057  \\n\\nGoogle's Bard isn't Shakespeare, but instead an AI chatbot - Marketplace\\n \\nSkip to content\\nListen\\nNewsletters\\nShows\\n\\nHow We Survive\\nMarketplace\\nMarketplace Morning Report\\nMarketplace Tech\\nMake Me Smart\\nThis is Uncomfortable\\nMillion Bazillion\\nThe Uncertain Hour\\nMarketplace Minute®\\nCorner Office from Marketplace\\n\\n\\n \\n\\nMarketplace Logo\\n\\nMarketplace Logo\\nNewsletters\\n\\n\\nShows\\n\\nHow We Survive\\nMarketplace\\nMarketplace Morning Report\\nMarketplace Tech\\nMake Me Smart\\nThis is Uncomfortable\\nMillion Bazillion\\nThe Uncertain Hour\\nMarketplace Minute®\\nCorner Office from Marketplace\\n\\n\\n \\nFacebook\\nTwitter\\nInstagram\\nYoutube\\nDonate\\n\\nSearch\\n\\nMenu\\nMenu\\n\\nSearch\\n\\nExplore\\nLatest Stories\\nOur Shows\\nCollections\\nSmart Speaker Skills\\nMusic\\nFind Your Local Station\\nCorrections\\n  \\n\\nCompany\\nFAQs\\nEthics Policy\\nSubmissions\\nStaff\\nCareers\\n  \\n\\nSupport Us\\nIndividuals\\nCorporate Sponsorship\\nFoundations\\nShop\\n  \\n\\nFollow Us\\n\\nFacebook\\nTwitter\\nInstagram\\nYoutube\\n\\n \\n \\n\\nNewsletters\\nTalk to Us\\n\\n\\n \\n\\n\\n \\n\\nRace and EconomyTake our Econ 101 Crash CourseI've Always Wondered ...My Economy\\n\\n\\n \\n\\n  Your browser does not support the audio format.\\n\\n                          Loading...                        \\n\\n\\n \\n\\nMore From This Show\\n\\n0:00\\n/\\n 0:00\\n\\n0% played\\n\\n \\n \\n\\nFeb 7, 2023\\nSupport Marketplace Morning Report\\nFind Your Local Station\\nFind Your Local Station\\n\\nABOUT THIS SHOW\\nABOUT SHOW\\n Justin Sullivan/Getty Images\\n \\n\\nFeb 7, 2023\\n\\nFeb 7, 2023\\n\\nGoogle’s Bard isn’t Shakespeare, but instead an AI chatbot\\n\\nGoogle announced this week that it is developing Bard, the tech giant's chatbot intended to rival ChatGPT. Microsoft, meanwhile, is trying to develop its own chatbot to work with the Bing search engine. The recent scandal in India involving the Adani Group, one of the country's largest companies, is sending waves through the Indian economy. And, a look into why consumer debt is on the rise in the U.S. ahead of the Fed's report on consumer credit. \\n\\nListen Now\\n \\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot\\nCOPY THE LINK\\n\\nShare\\nHTML EMBED:\\n\\nCOPY\\n\\nHTML EMBED\\n\\nDownload\\n\\n Justin Sullivan/Getty Images\\n \\n\\n\\nGoogle announced this week that it is developing Bard, the tech giant's chatbot intended to rival ChatGPT. Microsoft, meanwhile, is trying to develop its own chatbot to work with the Bing search engine. The recent scandal in India involving the Adani Group, one of the country's largest companies, is sending waves through the Indian economy. And, a look into why consumer debt is on the rise in the U.S. ahead of the Fed's report on consumer credit. \\nget the podcast\\n\\nApple\\nSpotify\\nAmazon Music\\nGoogle\\nStitcher\\nRSS\\n\\nget the podcast\\n\\nApple\\nSpotify\\nAmazon Music\\nGoogle\\nStitcher\\nRSS\\n\\nOur weekly “Econ Extra Credit” newsletter is an unexpected way to learn about the economy, one documentary film at a time. Sign up to watch, and learn, with us.\\nEmail address\\n                        *\\n\\nSubscribe\\n\\nSegments From this episode\\n\\nGoogle and Microsoft to raise their own rivals to ChatGPT\\nMarketplace's Nancy Marshall-Genzer reports. \\n\\n                                        Tags:\\n                                                            chatbots\\nChatGPT\\nGoogle\\nMicrosoft\\ntech sector\\n\\n\\n \\nListen Now \\n\\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot/#Google-and-Microsoft-to-raise-their-own-rivals-to-ChatGPT\\nCOPY THE LINK\\n \\nWhat's behind India's Adani scandal?\\nThe BBC's India correspondent, Arunoday Mukharji, explains what's been going on in the country.\\n\\n                                        Tags:\\n                                                            India\\ncorporate crisis\\n\\n\\n \\nListen Now \\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/shows/marketplace-morning-report/googles-bard-isnt-shakespeare-but-instead-an-ai-chatbot/#What's-behind-India's-Adani-scandal?\\nCOPY THE LINK\\n\\n \\n\\nConsumer debt is becoming more of a burden\\n\\n\\nby\\nJustin Ho                    \\n\\n\\n              Feb 7, 2023            \\n\\nConsumer debt levels have been rising. While wage gains have helped people pay off debt, those gains have been slowing down. \\n\\n \\n\\n              Getty Images            \\n\\n \\nListenLISTEN\\nDownload\\n\\nDownload\\nREAD MORE\\n\\nREAD MORE\\n\\nHTML EMBED:\\n\\nCOPY\\nEMBED\\n\\nEMBED\\nShare Now on:\\nFacebook\\nTwitter\\nLinkedIn\\nEmail\\nhttps://www.marketplace.org/2023/02/07/consumer-debt-is-becoming-more-of-a-burden/\\nCOPY THE LINK\\nSHARE\\n\\nSHARE\\nSubscribe Using:\\nApple\\nSpotify\\nAmazon Music\\nGoogle\\nStitcher\\nRSS\\n\\nSUBSCRIBE\\n\\nSUBSCRIBE\\n \\nThe team\\nDavid Brancaccio\\nHost\\n\\nMeredith Garretson\\nSenior Producer\\n\\nErika Soderstrom\\nProducer\\n\\nAlex Schroeder\\nProducer\\n\\nAriana Rosas\\nProducer/Director\\n\\nJarrett Dang\\nDigital Producer\\n\\nJesson Duller\\nMedia Producer\\n\\nNick Esposito\\nMedia Producer\\n\\nKatie Barnfield\\nProducer, BBC\\n\\nJames Graham\\nProducer, BBC\\n\\nJo Critcher\\nProducer, BBC\\n \\nLatest Episodes From Our Shows\\n\\n7:14 AM PST\\n7:51\\n4:04 AM PST\\n11:22\\n\\n7:33 AM PST\\n1:50\\n3:00 AM PST\\n22:31\\n6:40 PM PST\\n16:18\\nFeb 6, 2023\\n27:32\\nDec 8, 2022\\n39:27\\nRead More\\n\\n\\nThe global economy proves stronger than expected, which is good news for the U.S.\\n\\nRead More\\n\\n\\nOlder zoos face decisions around cages built for different times\\n\\nRead More\\n\\n\\nWhat happens when your streaming show gets \"disappeared\"?\\n\\nRead More\\n\\n\\nAs the Family and Medical Leave Act turns 30, millions of Americans still lack access to paid leave\\n\\n \\n\\n \\n\\n\\n \\n \\n \\n\\nMarketplace Logo\\n\\n                            Donate                          \\n\\nContact Us\\nFAQs\\nStaff\\nCareers\\nSupport Marketplace\\n\\nFor Individuals\\nFor Foundations\\nFor Corporate Sponsors\\n\\n\\n \\n\\n\\nFacebook\\nTwitter\\nInstagram\\nYoutube\\n\\n\\n \\n\\nSubscribe to Marketplace Newsletters:\\n\\nNewsletters\\n\\nTalk to Us\\nDonate\\n\\nFind Your Local Station\\n \\n\\n \\n\\n \\n          © 2023 Minnesota Public Radio. All Rights Reserved. Marketplace is a division of MPR's 501 (c)(3). EIN: 41-0953924        \\n\\nPrivacy Policy\\nTerms of Use\\n\\n\\n \\n \\n\\nCLOSE\\nClose\\n\\nClose\\n\\nNeed some Econ 101?\\n\\nOur new Marketplace Crash Course is here to help. Sign-up for free, learn at your own pace.\\n                                        Let's do it!                                    \\n\\t\\t\\t\\tGo to mobile version\\t\\t\\t\\n  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.options.display.max_colwidth = None\n",
    "df_news_final_project.sample(2, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "889a62dd-6fb7-45f7-a7f8-43a8607c12c8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200332 entries, 0 to 200331\n",
      "Data columns (total 5 columns):\n",
      " #   Column    Non-Null Count   Dtype \n",
      "---  ------    --------------   ----- \n",
      " 0   url       200332 non-null  object\n",
      " 1   date      200332 non-null  object\n",
      " 2   language  200332 non-null  object\n",
      " 3   title     200332 non-null  object\n",
      " 4   text      200332 non-null  object\n",
      "dtypes: object(5)\n",
      "memory usage: 7.6+ MB\n"
     ]
    }
   ],
   "source": [
    "df_news_final_project.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9d89215d-a0d4-4e9e-9fe9-0342e7f2da33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 200332 entries, 0 to 200331\n",
      "Data columns (total 5 columns):\n",
      " #   Column    Non-Null Count   Dtype         \n",
      "---  ------    --------------   -----         \n",
      " 0   url       200332 non-null  object        \n",
      " 1   date      200332 non-null  datetime64[ns]\n",
      " 2   language  200332 non-null  object        \n",
      " 3   title     200332 non-null  object        \n",
      " 4   text      200332 non-null  object        \n",
      "dtypes: datetime64[ns](1), object(4)\n",
      "memory usage: 7.6+ MB\n"
     ]
    }
   ],
   "source": [
    "# Convert date to a datetime function\n",
    "df_news_final_project['date']=pd.to_datetime(df_news_final_project['date'])\n",
    "df_news_final_project.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e71fb892-0e18-4636-9a9e-ab3465a90e7e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "url         0\n",
       "date        0\n",
       "language    0\n",
       "title       0\n",
       "text        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_news_final_project.isna().sum()\n",
    "# No NAs in the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f336a0a-71ce-4e10-ab9c-ba91b735ab77",
   "metadata": {},
   "source": [
    "## Cleaning the Text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4db30e24-b3b7-460b-9fce-8f8283fe8335",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_news_final_project_v2=df_news_final_project.copy()\n",
    "# First cleening the news articles\n",
    "\n",
    "# Removing mentions and urls\n",
    "df_news_final_project_v2['cleaned_text']=df_news_final_project_v2['text'].apply(lambda x: re.sub(r'(?:\\@|http?\\://|https?\\://|www)\\S+','',str(x)))\n",
    "\n",
    "# Removing new lines\n",
    "df_news_final_project_v2['cleaned_text']=df_news_final_project_v2['cleaned_text'].apply(lambda x: re.sub(r'(?:[\\n]+)',' ',str(x)))\n",
    "df_news_final_project_v2['cleaned_text']=df_news_final_project_v2['cleaned_text'].apply(lambda x: re.sub(r'(?:[\\t]+)',' ',str(x)))\n",
    "\n",
    "# Removing hashtags\n",
    "df_news_final_project_v2['cleaned_text']=df_news_final_project_v2['cleaned_text'].apply(lambda x: re.sub(r'(?:\\B#\\w*[a-zA-Z]+\\w*)','',str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b68f9086-7153-416e-b33b-c3317ff43f53",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removing website names\n",
    "df_news_final_project_v2['cleaned_text']=df_news_final_project_v2['cleaned_text'].apply(lambda x: re.sub(r'\\b\\w+\\.(com|net|org|edu|gov|io|co)\\b','',str(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "7d0ab0f6-5568-45e8-aed8-4e36aafc2e22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>url</th>\n",
       "      <th>date</th>\n",
       "      <th>language</th>\n",
       "      <th>title</th>\n",
       "      <th>text</th>\n",
       "      <th>cleaned_text</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>http://en.people.cn/n3/2021/0318/c90000-9830122.html</td>\n",
       "      <td>2021-03-18</td>\n",
       "      <td>en</td>\n",
       "      <td>Artificial intelligence improves parking efficiency in Chinese cities - People's Daily Online</td>\n",
       "      <td>\\n\\nArtificial intelligence improves parking efficiency in Chinese cities - People's Daily Online\\n\\nHome\\nChina Politics\\nForeign Affairs\\nOpinions\\nVideo: We Are China\\nBusiness\\nMilitary\\nWorld\\nSociety\\nCulture\\nTravel\\nScience\\nSports\\nPhoto\\n\\nLanguages\\n\\nChinese\\nJapanese\\nFrench\\nSpanish\\nRussian\\nArabic\\nKorean\\nGerman\\nPortuguese\\nThursday, March 18, 2021\\nHome&gt;&gt;\\n\\t\\t\\nArtificial intelligence improves parking efficiency in Chinese cities\\nBy Liu Shiyao (People's Daily) 09:16, March 18, 2021\\nPhoto taken on July 1, 2019, shows a sign for electronic toll collection (ETC) newly set up at a roadside parking space on Yangzhuang road, Shijingshan district, Beijing. Some urban areas of the city started to use ETC system for roadside parking spaces since July 1, 2019. (People’s Daily Online/Li Wenming)\\n\\n\\tThanks to the application of an artificial intelligence (AI)-empowered roadside electronic toll collection (ETC) system, China’s capital city Beijing has seen significant improvement in the efficiency of parking fee collection, turnover of roadside parking spots, order in roadside parking, as well as traffic congestion.\\n\\n\\tAs the city further deepens its roadside parking reform, the ETC system has almost covered all the roadside parking spaces in the city, with the proportion of vehicles parked on roads using the system exceeding 90 percent.\\n\\n\\tWith the AI-empowered system, drivers can park their vehicles at the parking spots on the roadside, and then pay the parking charge via their mobile phones after they drive away.\\n\\n\\t“This road used to be full of cars, and even the normal lanes were occupied. You could hardly move a bit during the morning and evening commute time,” recalled a citizen surnamed Wang, who lives in Chaoyang district of Beijing.\\n\\n\\t“Since the summer of 2019, roadside ETC devices have been installed here. With all the cars being parked in designated parking spots on the roadside, the road now seems brighter and wider,” Wang said.\\n\\n\\tThe smart roadside ETC system “AIpark Sky Eye” adopted by Beijing is developed, operated, and maintained by AIpark, a Beijing-based leading smart parking solution provider.\\n\\n\\tThe company’s intelligent system has brought into full play the advantages of AI technologies and effectively addressed the shortage of parking spaces and the problem of irregular parking in cities. The system has therefore been listed among the country’s innovation projects that integrate AI deeply into the real economy in 2018 by China’s Ministry of Industry and Information Technology (MIIT).\\n\\n\\tTraditional parking management equipment and monitoring devices have failed to meet the actual needs of cities due to limited application scenarios and technical capacity. There are many deficiencies in traditional parking systems. For example, magnetic devices cannot identify detailed information about vehicles; each video monitoring pile can only cover one parking spot; and manual collection of parking fees costs too much.\\n\\n\\tSuch problems don’t exist in smart machines. The “AIpark Sky Eye” system boasts strong stability and high recognition rate. Besides, it can resist the interference of extreme weather conditions like rain, snow, and fog, and form complete graphic evidence based on wheel path of vehicles.\\n\\n\\tEach set of cameras of the “AIpark Sky Eye” system can monitor multiple parking spots at the same time for 24 hours a day. The data collected by front-end cameras are processed using multi-dimensional deep learning algorithm before they are uploaded on to an AI computing cloud platform for data enrichment. The platform then distributes identification results to transport authorities.\\n\\n\\tThe most distinctive innovation in the technological package of the system is precision brought about by high-mounted parking system cameras, according to Xiang Yanping, senior vice president of AIpark, noting that the cameras can recognize more complex static and dynamic reality scenes.\\n\\n\\t“For example, the equipment can accurately identify irregular parking behaviors and state such as double parking and frequent maneuvers, precisely recognize detailed information including plate number and vehicle color, and make good judgment on the behaviors of drivers and pedestrians,” Xiang said.\\n\\n\\tOnce the high-mounted parking system cameras are installed, they can help with many aspects of integrated urban governance, which represents another advantage of the “AIpark Sky Eye” system.\\n\\n\\tBesides managing parking fee collection, high-mounted camera system can also provide data for traffic improvements. The snapshots obtained from the camera system can help solve problems including illegal and inappropriate parking and vehicle theft.\\n\\n\\tSo far, the smart ETC system of AIpark has been introduced into more than 20 cities in China, signaling increasingly important roles of AI in improving parking efficiency and order as well as new development opportunities for smart parking industry.\\n【1】【2】【3】\\nPhotos\\nNaval fleet steams in East China Sea\\nNewborn golden snub-nosed monkey makes debut\\nIn pics: birds across China\\nGrain painting studio helps villagers to increase income\\nRelated Stories\\nExhibition highlighting art-science integration opens in BeijingChina’s AI industry poised to enter boom timesAlibaba outlines 10 technology trends for 2019China’s leading AI enterprise iFlytek to develop health information technologyCheetah Mobile wades into artificial intelligenceChina overtakes the US in investment in AI5 million artificial intelligence talents urgently needed in ChinaGraduate students give 'voice' to sign languageArtificial Intelligence in real livesMicrosoft embraces artificial intelligence\\nAbout People's Daily Online |  Join Us | Contact Us\\nCopyright © 2021 People's Daily Online. All Rights Reserved.\\n\\t\\n</td>\n",
       "      <td>Artificial intelligence improves parking efficiency in Chinese cities - People's Daily Online Home China Politics Foreign Affairs Opinions Video: We Are China Business Military World Society Culture Travel Science Sports Photo Languages Chinese Japanese French Spanish Russian Arabic Korean German Portuguese Thursday, March 18, 2021 Home&gt;&gt;   Artificial intelligence improves parking efficiency in Chinese cities By Liu Shiyao (People's Daily) 09:16, March 18, 2021 Photo taken on July 1, 2019, shows a sign for electronic toll collection (ETC) newly set up at a roadside parking space on Yangzhuang road, Shijingshan district, Beijing. Some urban areas of the city started to use ETC system for roadside parking spaces since July 1, 2019. (People’s Daily Online/Li Wenming)  Thanks to the application of an artificial intelligence (AI)-empowered roadside electronic toll collection (ETC) system, China’s capital city Beijing has seen significant improvement in the efficiency of parking fee collection, turnover of roadside parking spots, order in roadside parking, as well as traffic congestion.  As the city further deepens its roadside parking reform, the ETC system has almost covered all the roadside parking spaces in the city, with the proportion of vehicles parked on roads using the system exceeding 90 percent.  With the AI-empowered system, drivers can park their vehicles at the parking spots on the roadside, and then pay the parking charge via their mobile phones after they drive away.  “This road used to be full of cars, and even the normal lanes were occupied. You could hardly move a bit during the morning and evening commute time,” recalled a citizen surnamed Wang, who lives in Chaoyang district of Beijing.  “Since the summer of 2019, roadside ETC devices have been installed here. With all the cars being parked in designated parking spots on the roadside, the road now seems brighter and wider,” Wang said.  The smart roadside ETC system “AIpark Sky Eye” adopted by Beijing is developed, operated, and maintained by AIpark, a Beijing-based leading smart parking solution provider.  The company’s intelligent system has brought into full play the advantages of AI technologies and effectively addressed the shortage of parking spaces and the problem of irregular parking in cities. The system has therefore been listed among the country’s innovation projects that integrate AI deeply into the real economy in 2018 by China’s Ministry of Industry and Information Technology (MIIT).  Traditional parking management equipment and monitoring devices have failed to meet the actual needs of cities due to limited application scenarios and technical capacity. There are many deficiencies in traditional parking systems. For example, magnetic devices cannot identify detailed information about vehicles; each video monitoring pile can only cover one parking spot; and manual collection of parking fees costs too much.  Such problems don’t exist in smart machines. The “AIpark Sky Eye” system boasts strong stability and high recognition rate. Besides, it can resist the interference of extreme weather conditions like rain, snow, and fog, and form complete graphic evidence based on wheel path of vehicles.  Each set of cameras of the “AIpark Sky Eye” system can monitor multiple parking spots at the same time for 24 hours a day. The data collected by front-end cameras are processed using multi-dimensional deep learning algorithm before they are uploaded on to an AI computing cloud platform for data enrichment. The platform then distributes identification results to transport authorities.  The most distinctive innovation in the technological package of the system is precision brought about by high-mounted parking system cameras, according to Xiang Yanping, senior vice president of AIpark, noting that the cameras can recognize more complex static and dynamic reality scenes.  “For example, the equipment can accurately identify irregular parking behaviors and state such as double parking and frequent maneuvers, precisely recognize detailed information including plate number and vehicle color, and make good judgment on the behaviors of drivers and pedestrians,” Xiang said.  Once the high-mounted parking system cameras are installed, they can help with many aspects of integrated urban governance, which represents another advantage of the “AIpark Sky Eye” system.  Besides managing parking fee collection, high-mounted camera system can also provide data for traffic improvements. The snapshots obtained from the camera system can help solve problems including illegal and inappropriate parking and vehicle theft.  So far, the smart ETC system of AIpark has been introduced into more than 20 cities in China, signaling increasingly important roles of AI in improving parking efficiency and order as well as new development opportunities for smart parking industry. 【1】【2】【3】 Photos Naval fleet steams in East China Sea Newborn golden snub-nosed monkey makes debut In pics: birds across China Grain painting studio helps villagers to increase income Related Stories Exhibition highlighting art-science integration opens in BeijingChina’s AI industry poised to enter boom timesAlibaba outlines 10 technology trends for 2019China’s leading AI enterprise iFlytek to develop health information technologyCheetah Mobile wades into artificial intelligenceChina overtakes the US in investment in AI5 million artificial intelligence talents urgently needed in ChinaGraduate students give 'voice' to sign languageArtificial Intelligence in real livesMicrosoft embraces artificial intelligence About People's Daily Online |  Join Us | Contact Us Copyright © 2021 People's Daily Online. All Rights Reserved.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>http://newsparliament.com/2020/02/27/children-with-autism-saw-their-learning-and-social-skills-boosted-after-playing-with-this-ai-robot/</td>\n",
       "      <td>2020-02-27</td>\n",
       "      <td>en</td>\n",
       "      <td>Children With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot – News Parliament</td>\n",
       "      <td>\\nChildren With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot – News Parliament\\n \\n\\nSkip to content\\n\\t\\t\\tThursday, February 27, 2020\\t\\t\\n\\nLatest:\\n\\n\\nMansplaining in conferences: How can we get him to forestall?\\n\\n\\nDrax power station to cease burning coal in March 2021\\n\\n\\nCoronavirus Could Explode in the U.S. Overnight Like it Did in Italy\\n\\n\\nCoronavirus: Dettol sales surge as markets fall again\\n\\n\\nLevi Strauss marks the next phase in corporate paid leave policies\\n\\nNews Parliament\\n\\nGet the Real Story\\n\\n \\nNews\\nTechnology\\nServices\\nHealthcare\\nWorld\\nBusiness\\nEntertainment\\n \\n\\nWorld \\n\\n\\n   \\t\\t\\tChildren With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot   \\t\\t\\n\\n\\n February 27, 2020February 27, 2020\\nadmin\\t\\t\\t\\t\\t\\n\\n\\n 0 Comments\\n\\n\\n Author Recent Posts   admin  Latest posts by admin (see all)  Mansplaining in conferences: How can we get him to forestall? - February 27, 2020   Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy - February 27, 2020   Levi Strauss marks the next phase in corporate paid leave policies - February 27, 2020   Scientists who designed an artificially clever robotic that helped youngsters with autism spice up their studying and social talents hope such era may just in the future help others with the developmental dysfunction.\\nThe learn about noticed seven youngsters with gentle to average autism take domestic what’s referred to as a socially assistive robotic, named Kiwi, for a month. According to a commentary by way of the University of Southern California the place the crew is primarily based, the members from the Los Angeles house had been elderly between 3 and seven years previous, and performed space-themed video games with the robotic virtually day by day.\\nAs Kiwi was once fitted with machine-learning era, it was once in a position to offer distinctive comments and directions to the kids in accordance with their talents. For example, if the kid were given a query incorrect Kiwi would give activates to assist them resolve it, and tweak the trouble ranges to problem the kid correctly.\\nThe authors of the paper revealed within the magazine Science Robotics discovered all the youngsters noticed their reasoning talents support. Some 92 % had higher social talents after enjoying with Kiwi for a month, in keeping with the commentary.\\nCameras hooked as much as Kiwi enabled the crew to additionally observe how engaged the children had been with the robotic, in accordance with the place their eyes had been taking a look, the placement in their heads, their speech and how smartly they carried out on a role. The crew discovered engagement ranged from 48 to 84 % on reasonable a few of the members, and Kiwi was once in a position to stumble on a disengaged kid with 90 % accuracy. That was once in spite of possible distractions akin to domestic home equipment, in addition to buddies and circle of relatives. The crew discovered members had been maximum engaged in an instant after the robotic had spoken, however this went down if the space lasted longer than a minute.\\nLead writer Shomik Jain, advised Newsweek the kids changed into much less engaged because the month went on. \\n“Examples of child behavior during these disengaged periods included playing with toys, interacting with siblings, and even abruptly leaving the intervention setting.”\\n“This served as a motivation for our work, which created models that could be used for real-time recognition and response to disengagement in order to re-engage the child to continue with the educational and/or therapeutic activity,” he stated.\\nFrom left to proper, lead writer Shomik Jain with co-authors Kartik Mahajan and Zhonghao Shi, all scholars in Professor Maja Matarić’s interplay lab, with Kiwi the socially assistive robotic.\\nHaotian mai\\nAround one in 59 youngsters within the U.S. have autism, in keeping with the U.S. Centers for Disease Control and Prevention. People with the situation, often referred to as autism spectrum dysfunction (ASD), can to find it difficult to keep in touch and engage in the similar manner as neurotypical other folks. While therapists may give individualized products and services that assist to show such youngsters social talents, now not everybody can have the funds for this, the crew stated. As such, they sought after to discover the potential for plugging the space with robots.\\nCo-author Maja Matarić Maja J Matarić, outstanding professor of pc science, neuroscience, and pediatrics on the University of Southern California advised Newsweek:\\n“We and other researchers have been actively exploring SAR [socially assistive robotics] for children with ASD, because SAR has great potential in supporting the learning of children with ASD. Since we were one of the very few labs that has worked in SAR from its inception, we used our experience over the past 15 years to develop the robot that would meet the needs and interests of children with ASD while being safe and non-threatening.”\\nJain stated: “Currently, robots are restricted of their skill to autonomously acknowledge and reply to human conduct, particularly in ordinary customers and real-world settings akin to houses and colleges. Engaging customers is a key HRI [human-robot interaction] capacity in the past unexplored within the context of long-term, in-home SAR interventions for youngsters with ASD.\\n“Therefore this learn about is the primary to use mechanical device studying modeling to long-term in-home knowledge with youngsters with ASD. “\\nAsked why the kids’s engagement and studying stepped forward after interacting with the robotic, Matarić stated: “The objective of a socially assistive robotic, usually, is to serve within the function of a motivating and supportive spouse. In the particular context of this learn about, the robotic served to inspire the kids to do the maths workouts, and to make stronger them as they had been succeeding or failing throughout the ones workouts.”\\nHowever, youngsters with autism do not want robots to harvest the advantages noticed within the learn about, Matarić stated.\\n“The maximum healing results come from being concerned human interactions,” Matarić explained. “Parents, siblings, caregivers and buddies can successfully inspire and make stronger studying and remedy of kids with ASD by way of paying cautious consideration to what youngsters to find rewarding and encouraging, and specializing in the ones interactions, shaping towards the kid’s particular wishes.”\\nShare This To World:TweetWhatsApp \\n\\n← Vogue fashion, 21, whose mysterious half-naked 4am balcony fall shattered bones all over her body finally takes first step\\nExclusive: Levi’s introduces paid family leave for workers →\\n\\n\\nYou May Also Like\\n \\nLast Minute New Orleans Hotel and Flight Package Offers\\n\\n\\n February 21, 2020February 21, 2020\\nadmin\\n0\\n\\n \\nAccused Marie Yovanovitch ‘Stalker’ Robert Hyde Now Supplying Documents to Congress\\n\\n\\n February 12, 2020February 12, 2020\\nadmin\\n0\\n\\n \\nWho Won the Tenth Democratic Debate in South Carolina? Analysis of the Winners, Losers and Highlights\\n\\n\\n February 26, 2020February 26, 2020\\nadmin\\n0\\n\\nLeave a Reply Cancel replyYour email address will not be published. Required fields are marked *Comment Name * \\nEmail * \\nWebsite \\n Save my name, email, and website in this browser for the next time I comment.\\n \\n\\n \\n Trending News \\n\\nMansplaining in conferences: How can we get him to forestall?\\nFebruary 27, 2020\\n\\n\\nDrax power station to cease burning coal in March 2021\\nFebruary 27, 2020\\n\\n\\nCoronavirus Could Explode in the U.S. Overnight Like it Did in Italy\\nFebruary 27, 2020\\n\\n\\nCoronavirus: Dettol sales surge as markets fall again\\nFebruary 27, 2020\\n\\n\\nLevi Strauss marks the next phase in corporate paid leave policies\\nFebruary 27, 2020\\n\\n\\n Technology  \\n \\nHealthcare News Technology  \\nCell Counting Market Research Report: Latest Industry Status and Future Growth Outlook 2020 to 2027\\n\\n\\n February 12, 2020 Alex Jones\\n0\\n\\n\\nAuthor Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall?\\nShare This To World:TweetWhatsApp \\n\\n\\n  \\n \\nBusiness News Services Technology  \\nNew Comprehensive Report on Ayurvedic Preparations Market is Thriving Worldwide with Prominent Players Dabur, Emami Group, Himalaya Drug, Maharishi Ayurveda, Baidyanalh\\n\\n\\n February 5, 2020 Alex Jones\\n0\\n\\n \\nBusiness News Services Technology  \\nNew Study Examines Global Water Treatment Services for the Downstream Oil and Gas Market Outlook 2019-2026: Top Key Players- SUEZ, The Dow Chemical, Veolia, Aquatech International\\n\\n\\n February 5, 2020 Alex Jones\\n0\\n\\n \\nBusiness Services Technology  \\nMassive Growth of Arborist Software Market By Top Key Players Forest Metrix, Plan-It Geo, Arb Pro Software, CAD International (ArborCAD)\\n\\n\\n February 5, 2020 Alex Jones\\n0\\n \\n Recent News  \\n \\nBusiness  \\nMansplaining in conferences: How can we get him to forestall?\\n\\n\\n February 27, 2020February 27, 2020 admin\\n0\\n\\n\\nAuthor Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall?\\nShare This To World:TweetWhatsApp \\n\\n\\n  \\n\\nNews  \\nDrax power station to cease burning coal in March 2021\\n\\n\\n February 27, 2020February 27, 2020 Allen Becker\\n0\\n\\n \\nWorld  \\nCoronavirus Could Explode in the U.S. Overnight Like it Did in Italy\\n\\n\\n February 27, 2020February 27, 2020 admin\\n0\\nNews  \\nCoronavirus: Dettol sales surge as markets fall again\\n\\n\\n February 27, 2020February 27, 2020 Allen Becker\\n0\\n\\n \\nBusiness  \\nLevi Strauss marks the next phase in corporate paid leave policies\\n\\n\\n February 27, 2020February 27, 2020 admin\\n0\\n \\n \\nAbout Us News Parliament is an online news company focused on covering the most important business and finance news in US and World Market. We have assembled a team of passionate, seasoned investment professionals to pick apart the market’s biggest headlines on a daily basis.\\nSubscription Email: pr@digitalnewsdesk.com\\n \\n\\n \\nWho We Are \\nAbout Us\\nDisclaimer\\nPrivacy Policy\\nContact Us\\n\\n \\n\\nNews Sections \\nBusiness\\n\\nEntertainment\\n\\nHealthcare\\n\\nNews\\n\\nServices\\n\\nTechnology\\n\\nUncategorized\\n\\nWorld\\n\\n\\n \\n \\n© 2019 - News Parliament.  All Rights Reserved. \\n \\n</td>\n",
       "      <td>Children With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot – News Parliament   Skip to content  Thursday, February 27, 2020  Latest: Mansplaining in conferences: How can we get him to forestall? Drax power station to cease burning coal in March 2021 Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy Coronavirus: Dettol sales surge as markets fall again Levi Strauss marks the next phase in corporate paid leave policies News Parliament Get the Real Story   News Technology Services Healthcare World Business Entertainment   World      Children With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot      February 27, 2020February 27, 2020 admin   0 Comments  Author Recent Posts   admin  Latest posts by admin (see all)  Mansplaining in conferences: How can we get him to forestall? - February 27, 2020   Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy - February 27, 2020   Levi Strauss marks the next phase in corporate paid leave policies - February 27, 2020   Scientists who designed an artificially clever robotic that helped youngsters with autism spice up their studying and social talents hope such era may just in the future help others with the developmental dysfunction. The learn about noticed seven youngsters with gentle to average autism take domestic what’s referred to as a socially assistive robotic, named Kiwi, for a month. According to a commentary by way of the University of Southern California the place the crew is primarily based, the members from the Los Angeles house had been elderly between 3 and seven years previous, and performed space-themed video games with the robotic virtually day by day. As Kiwi was once fitted with machine-learning era, it was once in a position to offer distinctive comments and directions to the kids in accordance with their talents. For example, if the kid were given a query incorrect Kiwi would give activates to assist them resolve it, and tweak the trouble ranges to problem the kid correctly. The authors of the paper revealed within the magazine Science Robotics discovered all the youngsters noticed their reasoning talents support. Some 92 % had higher social talents after enjoying with Kiwi for a month, in keeping with the commentary. Cameras hooked as much as Kiwi enabled the crew to additionally observe how engaged the children had been with the robotic, in accordance with the place their eyes had been taking a look, the placement in their heads, their speech and how smartly they carried out on a role. The crew discovered engagement ranged from 48 to 84 % on reasonable a few of the members, and Kiwi was once in a position to stumble on a disengaged kid with 90 % accuracy. That was once in spite of possible distractions akin to domestic home equipment, in addition to buddies and circle of relatives. The crew discovered members had been maximum engaged in an instant after the robotic had spoken, however this went down if the space lasted longer than a minute. Lead writer Shomik Jain, advised Newsweek the kids changed into much less engaged because the month went on.  “Examples of child behavior during these disengaged periods included playing with toys, interacting with siblings, and even abruptly leaving the intervention setting.” “This served as a motivation for our work, which created models that could be used for real-time recognition and response to disengagement in order to re-engage the child to continue with the educational and/or therapeutic activity,” he stated. From left to proper, lead writer Shomik Jain with co-authors Kartik Mahajan and Zhonghao Shi, all scholars in Professor Maja Matarić’s interplay lab, with Kiwi the socially assistive robotic. Haotian mai Around one in 59 youngsters within the U.S. have autism, in keeping with the U.S. Centers for Disease Control and Prevention. People with the situation, often referred to as autism spectrum dysfunction (ASD), can to find it difficult to keep in touch and engage in the similar manner as neurotypical other folks. While therapists may give individualized products and services that assist to show such youngsters social talents, now not everybody can have the funds for this, the crew stated. As such, they sought after to discover the potential for plugging the space with robots. Co-author Maja Matarić Maja J Matarić, outstanding professor of pc science, neuroscience, and pediatrics on the University of Southern California advised Newsweek: “We and other researchers have been actively exploring SAR [socially assistive robotics] for children with ASD, because SAR has great potential in supporting the learning of children with ASD. Since we were one of the very few labs that has worked in SAR from its inception, we used our experience over the past 15 years to develop the robot that would meet the needs and interests of children with ASD while being safe and non-threatening.” Jain stated: “Currently, robots are restricted of their skill to autonomously acknowledge and reply to human conduct, particularly in ordinary customers and real-world settings akin to houses and colleges. Engaging customers is a key HRI [human-robot interaction] capacity in the past unexplored within the context of long-term, in-home SAR interventions for youngsters with ASD. “Therefore this learn about is the primary to use mechanical device studying modeling to long-term in-home knowledge with youngsters with ASD. “ Asked why the kids’s engagement and studying stepped forward after interacting with the robotic, Matarić stated: “The objective of a socially assistive robotic, usually, is to serve within the function of a motivating and supportive spouse. In the particular context of this learn about, the robotic served to inspire the kids to do the maths workouts, and to make stronger them as they had been succeeding or failing throughout the ones workouts.” However, youngsters with autism do not want robots to harvest the advantages noticed within the learn about, Matarić stated. “The maximum healing results come from being concerned human interactions,” Matarić explained. “Parents, siblings, caregivers and buddies can successfully inspire and make stronger studying and remedy of kids with ASD by way of paying cautious consideration to what youngsters to find rewarding and encouraging, and specializing in the ones interactions, shaping towards the kid’s particular wishes.” Share This To World:TweetWhatsApp  ← Vogue fashion, 21, whose mysterious half-naked 4am balcony fall shattered bones all over her body finally takes first step Exclusive: Levi’s introduces paid family leave for workers → You May Also Like   Last Minute New Orleans Hotel and Flight Package Offers  February 21, 2020February 21, 2020 admin 0   Accused Marie Yovanovitch ‘Stalker’ Robert Hyde Now Supplying Documents to Congress  February 12, 2020February 12, 2020 admin 0   Who Won the Tenth Democratic Debate in South Carolina? Analysis of the Winners, Losers and Highlights  February 26, 2020February 26, 2020 admin 0 Leave a Reply Cancel replyYour email address will not be published. Required fields are marked *Comment Name *  Email *  Website   Save my name, email, and website in this browser for the next time I comment.      Trending News  Mansplaining in conferences: How can we get him to forestall? February 27, 2020 Drax power station to cease burning coal in March 2021 February 27, 2020 Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy February 27, 2020 Coronavirus: Dettol sales surge as markets fall again February 27, 2020 Levi Strauss marks the next phase in corporate paid leave policies February 27, 2020  Technology     Healthcare News Technology   Cell Counting Market Research Report: Latest Industry Status and Future Growth Outlook 2020 to 2027  February 12, 2020 Alex Jones 0 Author Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall? Share This To World:TweetWhatsApp       Business News Services Technology   New Comprehensive Report on Ayurvedic Preparations Market is Thriving Worldwide with Prominent Players Dabur, Emami Group, Himalaya Drug, Maharishi Ayurveda, Baidyanalh  February 5, 2020 Alex Jones 0   Business News Services Technology   New Study Examines Global Water Treatment Services for the Downstream Oil and Gas Market Outlook 2019-2026: Top Key Players- SUEZ, The Dow Chemical, Veolia, Aquatech International  February 5, 2020 Alex Jones 0   Business Services Technology   Massive Growth of Arborist Software Market By Top Key Players Forest Metrix, Plan-It Geo, Arb Pro Software, CAD International (ArborCAD)  February 5, 2020 Alex Jones 0    Recent News     Business   Mansplaining in conferences: How can we get him to forestall?  February 27, 2020February 27, 2020 admin 0 Author Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall? Share This To World:TweetWhatsApp     News   Drax power station to cease burning coal in March 2021  February 27, 2020February 27, 2020 Allen Becker 0   World   Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy  February 27, 2020February 27, 2020 admin 0 News   Coronavirus: Dettol sales surge as markets fall again  February 27, 2020February 27, 2020 Allen Becker 0   Business   Levi Strauss marks the next phase in corporate paid leave policies  February 27, 2020February 27, 2020 admin 0     About Us News Parliament is an online news company focused on covering the most important business and finance news in US and World Market. We have assembled a team of passionate, seasoned investment professionals to pick apart the market’s biggest headlines on a daily basis. Subscription Email: pr     Who We Are  About Us Disclaimer Privacy Policy Contact Us   News Sections  Business Entertainment Healthcare News Services Technology Uncategorized World     © 2019 - News Parliament.  All Rights Reserved.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>http://www.dataweek.co.za/12835r</td>\n",
       "      <td>2021-03-26</td>\n",
       "      <td>en</td>\n",
       "      <td>Forget ML, AI and Industry 4.0 – obsolescence should be your focus - 26 February 2021 - Test &amp; Rework Solutions - Dataweek</td>\n",
       "      <td>\\n\\nForget ML, AI and Industry 4.0 – obsolescence should be your focus - 26 February 2021 - Test &amp; Rework Solutions - Dataweek\\nHome\\nAbout us\\nBack issues / E-book / PDF\\nEMP Handbook\\nSubscribe\\nAdvertise\\n\\nCategories\\n\\n▸ Editor's Choice\\n▸ Multimedia, Videos\\n▸ Analogue, Mixed Signal, LSI\\n▸ Circuit &amp; System Protection\\n▸ Computer/Embedded Technology\\n▸ Design Automation\\n▸ DSP, Micros &amp; Memory\\n▸ Electronics Technology\\n▸ Enclosures, Racks, Cabinets &amp; Panel Products\\n▸ Events\\n▸ Interconnection\\n▸ Manufacturing / Production Technology, Hardware &amp; Services\\n▸ News\\n▸ Opto-Electronics\\n▸ Passive Components\\n▸ Power Electronics / Power Management\\n▸ Programmable Logic\\n▸ Smart Home Automation\\n▸ Switches, Relays &amp; Keypads\\n▸ Telecoms, Datacoms, Wireless, IoT\\n▸ Test &amp; Measurement\\n \\n\\nCategories\\n\\nEditor's Choice\\n\\n\\nMultimedia, Videos\\n\\n\\nAnalogue, Mixed Signal, LSI\\n\\n\\nCircuit &amp; System Protection\\n\\n\\nComputer/Embedded Technology\\n\\n\\nDesign Automation\\n\\n\\nDSP, Micros &amp; Memory\\n\\n\\nElectronics Technology\\n\\n\\nEnclosures, Racks, Cabinets &amp; Panel Products\\n\\n\\nEvents\\n\\n\\nInterconnection\\n\\n\\nManufacturing / Production Technology, Hardware &amp; Services\\n\\n\\nNews\\n\\n\\nOpto-Electronics\\n\\n\\nPassive Components\\n\\n\\nPower Electronics / Power Management\\n\\n\\nProgrammable Logic\\n\\n\\nSmart Home Automation  \\n\\n\\nSwitches, Relays &amp; Keypads\\n\\n\\nTelecoms, Datacoms, Wireless, IoT\\n\\n\\nTest &amp; Measurement\\nManufacturing / Production Technology, Hardware &amp; Services\\n\\nProduction/manufacturing equipment suppliers &amp; service providers  \\n\\n printer friendly version\\nForget ML, AI and Industry 4.0 – obsolescence should be your focus\\n26 February 2021\\nManufacturing / Production Technology, Hardware &amp; Services\\nBy Willian Santos, international sales manager at ABI Electronics.\\n\\nThe world entered a new era of accelerated transformation in the last eighteen months that will continue to evolve and press forward for years to come. Most businesses are playing catch-up trying to make sense of a new timeline where the ten years that had been set aside for careful planning and implementation of what was coming up next no longer exists. The next is happening now and, regardless of your industry or seniority, the status quo has shifted and you better face it. Back in 2019, I was invited to attend a pompous meeting in London at the Brazilian Embassy along with selected leading names from the oil and energy industry, to get an update on what was going to happen in the following decade. I could soon spot all the buzzwords coming up on PowerPoint slides from the different companies presenting: decommissioning, decarbonisation, zero emissions, transition to green energy. Throughout the morning and most of the afternoon, we heard that most of these changes would kick in between 2030-35. And I recall a Shell executive pointing out that the business had explicitly concluded that the current income streams were needed to provide the capital required for the transition to take place in due course.Whomever you talk to in the energy industry in 2021 would tell you to forget about that timeline. Change has come and the transition is happening much faster than anticipated, with big businesses scrambling to find the capital to fund all that is required. I could go on all day talking about how the pandemic and the impact it had on market demand and consumer behaviour messed up the timeline of transport, automotive, defence, manufacturing and so on. For instance, carrier planes that were due to be retired in 2017 are now required to remain in service at least until 2029. Projects in wind power involving upgrades of wind farms have been scrapped and new installations have drawn huge competition from up and coming brands with operators tending to favour smaller turbines – for being efficient and cheaper to run – and choosing to buy from multiple suppliers instead of just one company. Machine learning (ML), AI and Industry 4.0 knock at the door. Still, the biggest change yet to be fully appreciated by business leaders is how electronics effectively became the brain of every industrial asset and all infrastructure equipment in operation in recent years, and therefore what is required to deal with breakdowns and obsolescence. For instance, I lost count of the many rail connections that I have working in operations and maintenance who struggle with their CME – chief mechanical engineer – who, like the role suggests, is usually a mechanically-biased individual who may have a less than ideal approach when it comes to the handling of electronic failures. And you guessed right: less ideal means neither green nor cheap solutions, as illustrated in this video: www.dataweek.co.za/*mar21-abi Many decision-makers only realise the problem at hand and regret not following the tag #RepairDontWaste on LinkedIn in times like this, resulting in comments like, \"We did not anticipate that the equipment would become obsolete so quickly!\" or, \"Spare circuit boards started to take weeks then months to arrive. Then we were told that they would no longer be supplied. We were quoted seven-figure prices to upgrade our assembly line.\"By deferring the responsibility to the original equipment supplier and other third parties, you are bound to be caught off guard soon or later. And the risk exposure from insisting on this strategy is about to get exponentially higher; there is a widespread component shortage increasing lead times, and technology providers are dropping support for many products in order to remain viable.Last month, a wind turbine multinational in the US had to ship a bunch of expensive controller cards used in inverters and speed governing systems to its workshop in Brazil for repair as new replacement cards are not due back in stock for another six months. Good job that the local team had an electronic diagnostic equipment BoardMaster from ABI in the shop, ready to help the technicians locate the fault and repair the cards, which happened in record time.Poor decision-making when it comes to setting maintenance and repair strategies are often linked to ‘fake news’ and myths such as:• A repaired electronic card (PCB/PCBA) will never be as good as a new one.• The manufacturer told us that special software was required to troubleshoot the card.• Troubleshooting down to the component level is impossible or would take too long.• Dedicated test and repair equipment is prohibitively expensive.The mentality here needs to change, and fast. The longer you take to embrace the new strategies for in-house fault analysis, maintenance, and obsolescence planning of your key electronic circuits and assets, the more expensive it will get to keep them going. Hundreds of leading organisations have found in recent years that the belief in these myths was hindering their results and compromising the operation – from GE Renewable to Collins Aerospace, where the latter reduced troubleshooting times on avionics circuit cards from 50 hours to 10 minutes. Then there is Lego in Mexico, where controller cards from 600+ plastic moulding machines worth tens of thousands of dollars each have been mapped and are now repaired in-house. In the US, an army engineer saved a mobile shelter unit worth 10 million dollars from being decommissioned by repairing its HVAC circuit board that was deemed ‘irreparable’ by the OEM. In the rail arena, companies like Alstom, CAF, Bombardier and operators like Irish Rail, SFMTA, TCDD and so many others have discovered the benefits of investing in the right tool and skill development programme to shield the business against parts shortages and accelerated obsolescence. Some of their stories, and the technology that is driving several top-shelf global sustainability projects, were the subject of a YouTube series called ABI Labs. The series gives an in-depth review of the key tests and techniques available in the British-made BoardMaster hardware and software platform from ABI Electronics to handle predictive as well as corrective maintenance of critical electronics without wasting time or money. The ABI BoardMaster 19-inch rack universal diagnostic system is a uniquely versatile, self-contained and easy-to-use test system. It offers the most comprehensive set of test instruments for fault-finding on almost any kind of PCB. As the product of choice for companies operating in rail transport, aerospace, military, automotive, telecoms and a range of other industrial sectors, the BoardMaster is ABI Electronics’ top of the range solution that saves customers time and money, and increases asset availability and reliability. With the full range of instruments and a variety of test methods guaranteeing the best possible fault coverage, the BoardMaster 19-inch rack provides the ultimate in diagnostic tools.The BoardMaster 19-inch rack comes complete with ABI's multi-licence and user-friendly SYSTEM 8 Ultimate Software preinstalled. Customers are guaranteed to receive free software updates for life and will not be charged for additional seats or maintenance fees. The powerful yet easy-to-use software includes user access management, ABI's exclusive TestFlow Manager, as well as a wealth of customisation options.\\n\\nCredit(s)\\nTest &amp; Rework Solutions\\nTel:\\n+27 11 704 6677\\n\\n\\nEmail: \\nsales@testandrework.co.za\\n\\n\\nwww:\\nwww.testandrework.co.za\\n\\n\\nArticles:\\nMore information and articles about Test &amp; Rework Solutions\\nShare this article:\\nFurther reading:\\nSuccessful solder processing of high-density connector arrays \\n26 February 2021, Spectrum Concepts\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nProcessing a component onto a printed circuit board (PCB) used to be fairly straightforward. Through-hole products, or a single- or double-row surface mount component with a larger centreline, rarely ...\\nRead more...\\n\\nWater-based cleaners for electronic assemblies\\n26 February 2021, Vepac Electronics\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nThe purpose of cleaning, specifically within the rapidly expanding electronics industry, is essentially to improve product lifetime by ensuring good surface resistance and by preventing current leakage ...\\nRead more...\\n\\nPathfindr device helps people maintain safe social distancing\\n26 February 2021, RS Components (SA)\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nThe Safe Distancing Assistant from Pathfindr is a new addition to RS Components’ supplier portfolio specialising in asset intelligence using connectivity-enabled location tracking. \\r\\n\\r\\nDesigned for use ...\\nRead more...\\n\\nIndium features low-temp alloy at productronica China\\n26 February 2021, Techmet \\n, Manufacturing / Production Technology, Hardware &amp; Services\\nIndium featured its award-winning Durafuse LT – a novel, low-temperature alloy system designed to provide high reliability in low-temperature applications – during productronica China, which was held ...\\nRead more...\\n\\nAssistance system supports efficient conductor processing\\n26 February 2021, Phoenix Contact\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nIn industrial control cabinet manufacturing, processes still feature multiple manual steps. Phoenix Contact offers a solution in the form of the ClipX WIRE assistance system from the ClipX product family, ...\\nRead more...\\n\\nBattery operated UV-C surface disinfector\\n26 February 2021, Electronic Industry Supplies\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nTouted by its maker, Heraeus, as the only battery operated UV-C surface disinfector in the world, the Soluva Zone H promises chemical-free, dry, contactless, fast, and absolutely reliable destruction ...\\nRead more...\\n\\nPCB laser marking and FPC laser cutting machines\\n25 November 2020, Zetech\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nPCB laser marking and FPC laser cutting machines from HGTech can be integrated with SMT inline operation. The laser marking machine is designed for barcode marking, 2D codes and characters, graphics and ...\\nRead more...\\n\\nHigh conductor pull-out values with square crimping shape\\n25 November 2020, Phoenix Contact\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nThe Crimpfox Vario 4S crimping tool from Phoenix Contact ensures reliable processing of insulated, uninsulated, and TWIN ferrules.The integrated pressure lock guarantees a complete and process-reliable ...\\nRead more...\\n\\nDirectory of Suppliers 2021 \\nEMP 2021 Electronics Manufacturing &amp; Production Handbook\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nContact details and core business offering of prominent and trusted companies involved in, and supplying to, the local electronics manufacturing industry.\\nRead more...\\n\\nThe same old new normal\\nEMP 2021 Electronics Manufacturing &amp; Production Handbook, Barracuda Holdings, Jemstech, Production Logix\\n, Manufacturing / Production Technology, Hardware &amp; Services\\nTo find out how local contract electronics manufacturers have coped with the financial and operational fallout from the pandemic, Dataweek conducted a Q&amp;A with three of them.\\nRead more...\\n\\n \\n\\n \\n \\n\\nTechnews Publishing (Pty) Ltd\\n1st Floor, Stabilitas House\\n265 Kent Ave, Randburg, 2194\\nSouth Africa\\nPublications by Technews\\n»  Dataweek Electronics &amp; Communications Technology\\n»  Electronics Buyers' Guide (EBG)\\n»  Hi-Tech Security Solutions\\n»  Hi-Tech Security Business Directory\\n»  Motion Control in Southern Africa\\n»  Motion Control Buyers' Guide (MCBG)\\n»  South African Instrumentation &amp; Control\\n»  South African Instrumentation &amp; Control Buyers' Guide (IBG)\\n© Technews Publishing (Pty) Ltd | All Rights Reserved\\n</td>\n",
       "      <td>Forget ML, AI and Industry 4.0 – obsolescence should be your focus - 26 February 2021 - Test &amp; Rework Solutions - Dataweek Home About us Back issues / E-book / PDF EMP Handbook Subscribe Advertise Categories ▸ Editor's Choice ▸ Multimedia, Videos ▸ Analogue, Mixed Signal, LSI ▸ Circuit &amp; System Protection ▸ Computer/Embedded Technology ▸ Design Automation ▸ DSP, Micros &amp; Memory ▸ Electronics Technology ▸ Enclosures, Racks, Cabinets &amp; Panel Products ▸ Events ▸ Interconnection ▸ Manufacturing / Production Technology, Hardware &amp; Services ▸ News ▸ Opto-Electronics ▸ Passive Components ▸ Power Electronics / Power Management ▸ Programmable Logic ▸ Smart Home Automation ▸ Switches, Relays &amp; Keypads ▸ Telecoms, Datacoms, Wireless, IoT ▸ Test &amp; Measurement   Categories Editor's Choice Multimedia, Videos Analogue, Mixed Signal, LSI Circuit &amp; System Protection Computer/Embedded Technology Design Automation DSP, Micros &amp; Memory Electronics Technology Enclosures, Racks, Cabinets &amp; Panel Products Events Interconnection Manufacturing / Production Technology, Hardware &amp; Services News Opto-Electronics Passive Components Power Electronics / Power Management Programmable Logic Smart Home Automation   Switches, Relays &amp; Keypads Telecoms, Datacoms, Wireless, IoT Test &amp; Measurement Manufacturing / Production Technology, Hardware &amp; Services Production/manufacturing equipment suppliers &amp; service providers    printer friendly version Forget ML, AI and Industry 4.0 – obsolescence should be your focus 26 February 2021 Manufacturing / Production Technology, Hardware &amp; Services By Willian Santos, international sales manager at ABI Electronics. The world entered a new era of accelerated transformation in the last eighteen months that will continue to evolve and press forward for years to come. Most businesses are playing catch-up trying to make sense of a new timeline where the ten years that had been set aside for careful planning and implementation of what was coming up next no longer exists. The next is happening now and, regardless of your industry or seniority, the status quo has shifted and you better face it. Back in 2019, I was invited to attend a pompous meeting in London at the Brazilian Embassy along with selected leading names from the oil and energy industry, to get an update on what was going to happen in the following decade. I could soon spot all the buzzwords coming up on PowerPoint slides from the different companies presenting: decommissioning, decarbonisation, zero emissions, transition to green energy. Throughout the morning and most of the afternoon, we heard that most of these changes would kick in between 2030-35. And I recall a Shell executive pointing out that the business had explicitly concluded that the current income streams were needed to provide the capital required for the transition to take place in due course.Whomever you talk to in the energy industry in 2021 would tell you to forget about that timeline. Change has come and the transition is happening much faster than anticipated, with big businesses scrambling to find the capital to fund all that is required. I could go on all day talking about how the pandemic and the impact it had on market demand and consumer behaviour messed up the timeline of transport, automotive, defence, manufacturing and so on. For instance, carrier planes that were due to be retired in 2017 are now required to remain in service at least until 2029. Projects in wind power involving upgrades of wind farms have been scrapped and new installations have drawn huge competition from up and coming brands with operators tending to favour smaller turbines – for being efficient and cheaper to run – and choosing to buy from multiple suppliers instead of just one company. Machine learning (ML), AI and Industry 4.0 knock at the door. Still, the biggest change yet to be fully appreciated by business leaders is how electronics effectively became the brain of every industrial asset and all infrastructure equipment in operation in recent years, and therefore what is required to deal with breakdowns and obsolescence. For instance, I lost count of the many rail connections that I have working in operations and maintenance who struggle with their CME – chief mechanical engineer – who, like the role suggests, is usually a mechanically-biased individual who may have a less than ideal approach when it comes to the handling of electronic failures. And you guessed right: less ideal means neither green nor cheap solutions, as illustrated in this video:  Many decision-makers only realise the problem at hand and regret not following the tag  on LinkedIn in times like this, resulting in comments like, \"We did not anticipate that the equipment would become obsolete so quickly!\" or, \"Spare circuit boards started to take weeks then months to arrive. Then we were told that they would no longer be supplied. We were quoted seven-figure prices to upgrade our assembly line.\"By deferring the responsibility to the original equipment supplier and other third parties, you are bound to be caught off guard soon or later. And the risk exposure from insisting on this strategy is about to get exponentially higher; there is a widespread component shortage increasing lead times, and technology providers are dropping support for many products in order to remain viable.Last month, a wind turbine multinational in the US had to ship a bunch of expensive controller cards used in inverters and speed governing systems to its workshop in Brazil for repair as new replacement cards are not due back in stock for another six months. Good job that the local team had an electronic diagnostic equipment BoardMaster from ABI in the shop, ready to help the technicians locate the fault and repair the cards, which happened in record time.Poor decision-making when it comes to setting maintenance and repair strategies are often linked to ‘fake news’ and myths such as:• A repaired electronic card (PCB/PCBA) will never be as good as a new one.• The manufacturer told us that special software was required to troubleshoot the card.• Troubleshooting down to the component level is impossible or would take too long.• Dedicated test and repair equipment is prohibitively expensive.The mentality here needs to change, and fast. The longer you take to embrace the new strategies for in-house fault analysis, maintenance, and obsolescence planning of your key electronic circuits and assets, the more expensive it will get to keep them going. Hundreds of leading organisations have found in recent years that the belief in these myths was hindering their results and compromising the operation – from GE Renewable to Collins Aerospace, where the latter reduced troubleshooting times on avionics circuit cards from 50 hours to 10 minutes. Then there is Lego in Mexico, where controller cards from 600+ plastic moulding machines worth tens of thousands of dollars each have been mapped and are now repaired in-house. In the US, an army engineer saved a mobile shelter unit worth 10 million dollars from being decommissioned by repairing its HVAC circuit board that was deemed ‘irreparable’ by the OEM. In the rail arena, companies like Alstom, CAF, Bombardier and operators like Irish Rail, SFMTA, TCDD and so many others have discovered the benefits of investing in the right tool and skill development programme to shield the business against parts shortages and accelerated obsolescence. Some of their stories, and the technology that is driving several top-shelf global sustainability projects, were the subject of a YouTube series called ABI Labs. The series gives an in-depth review of the key tests and techniques available in the British-made BoardMaster hardware and software platform from ABI Electronics to handle predictive as well as corrective maintenance of critical electronics without wasting time or money. The ABI BoardMaster 19-inch rack universal diagnostic system is a uniquely versatile, self-contained and easy-to-use test system. It offers the most comprehensive set of test instruments for fault-finding on almost any kind of PCB. As the product of choice for companies operating in rail transport, aerospace, military, automotive, telecoms and a range of other industrial sectors, the BoardMaster is ABI Electronics’ top of the range solution that saves customers time and money, and increases asset availability and reliability. With the full range of instruments and a variety of test methods guaranteeing the best possible fault coverage, the BoardMaster 19-inch rack provides the ultimate in diagnostic tools.The BoardMaster 19-inch rack comes complete with ABI's multi-licence and user-friendly SYSTEM 8 Ultimate Software preinstalled. Customers are guaranteed to receive free software updates for life and will not be charged for additional seats or maintenance fees. The powerful yet easy-to-use software includes user access management, ABI's exclusive TestFlow Manager, as well as a wealth of customisation options. Credit(s) Test &amp; Rework Solutions Tel: +27 11 704 6677 Email:  sales Articles: More information and articles about Test &amp; Rework Solutions Share this article: Further reading: Successful solder processing of high-density connector arrays  26 February 2021, Spectrum Concepts , Manufacturing / Production Technology, Hardware &amp; Services Processing a component onto a printed circuit board (PCB) used to be fairly straightforward. Through-hole products, or a single- or double-row surface mount component with a larger centreline, rarely ... Read more... Water-based cleaners for electronic assemblies 26 February 2021, Vepac Electronics , Manufacturing / Production Technology, Hardware &amp; Services The purpose of cleaning, specifically within the rapidly expanding electronics industry, is essentially to improve product lifetime by ensuring good surface resistance and by preventing current leakage ... Read more... Pathfindr device helps people maintain safe social distancing 26 February 2021, RS Components (SA) , Manufacturing / Production Technology, Hardware &amp; Services The Safe Distancing Assistant from Pathfindr is a new addition to RS Components’ supplier portfolio specialising in asset intelligence using connectivity-enabled location tracking. \\r \\r Designed for use ... Read more... Indium features low-temp alloy at productronica China 26 February 2021, Techmet  , Manufacturing / Production Technology, Hardware &amp; Services Indium featured its award-winning Durafuse LT – a novel, low-temperature alloy system designed to provide high reliability in low-temperature applications – during productronica China, which was held ... Read more... Assistance system supports efficient conductor processing 26 February 2021, Phoenix Contact , Manufacturing / Production Technology, Hardware &amp; Services In industrial control cabinet manufacturing, processes still feature multiple manual steps. Phoenix Contact offers a solution in the form of the ClipX WIRE assistance system from the ClipX product family, ... Read more... Battery operated UV-C surface disinfector 26 February 2021, Electronic Industry Supplies , Manufacturing / Production Technology, Hardware &amp; Services Touted by its maker, Heraeus, as the only battery operated UV-C surface disinfector in the world, the Soluva Zone H promises chemical-free, dry, contactless, fast, and absolutely reliable destruction ... Read more... PCB laser marking and FPC laser cutting machines 25 November 2020, Zetech , Manufacturing / Production Technology, Hardware &amp; Services PCB laser marking and FPC laser cutting machines from HGTech can be integrated with SMT inline operation. The laser marking machine is designed for barcode marking, 2D codes and characters, graphics and ... Read more... High conductor pull-out values with square crimping shape 25 November 2020, Phoenix Contact , Manufacturing / Production Technology, Hardware &amp; Services The Crimpfox Vario 4S crimping tool from Phoenix Contact ensures reliable processing of insulated, uninsulated, and TWIN ferrules.The integrated pressure lock guarantees a complete and process-reliable ... Read more... Directory of Suppliers 2021  EMP 2021 Electronics Manufacturing &amp; Production Handbook , Manufacturing / Production Technology, Hardware &amp; Services Contact details and core business offering of prominent and trusted companies involved in, and supplying to, the local electronics manufacturing industry. Read more... The same old new normal EMP 2021 Electronics Manufacturing &amp; Production Handbook, Barracuda Holdings, Jemstech, Production Logix , Manufacturing / Production Technology, Hardware &amp; Services To find out how local contract electronics manufacturers have coped with the financial and operational fallout from the pandemic, Dataweek conducted a Q&amp;A with three of them. Read more...       Technews Publishing (Pty) Ltd 1st Floor, Stabilitas House 265 Kent Ave, Randburg, 2194 South Africa Publications by Technews »  Dataweek Electronics &amp; Communications Technology »  Electronics Buyers' Guide (EBG) »  Hi-Tech Security Solutions »  Hi-Tech Security Business Directory »  Motion Control in Southern Africa »  Motion Control Buyers' Guide (MCBG) »  South African Instrumentation &amp; Control »  South African Instrumentation &amp; Control Buyers' Guide (IBG) © Technews Publishing (Pty) Ltd | All Rights Reserved</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>http://www.homeoffice.consumerelectronicsnet.com/strategy-analytics-71-of-smartphones-sold-globally-in-2021-will-be-ai-powered/</td>\n",
       "      <td>2021-03-10</td>\n",
       "      <td>en</td>\n",
       "      <td>Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered – Consumer Electronics Net</td>\n",
       "      <td>\\n\\nStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered – Consumer Electronics Net\\n \\nSkip to content\\n\\nConsumer Electronics Net\\n\\nPrimary Menu\\n\\nConsumer Electronics Net\\n\\nSearch for:\\n \\nHomeNewsStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered \\n \\n                                 News\\n                             \\n \\nStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered\\n                    7 hours ago            \\n \\n\\nArtificial Intelligence Now Powers the Majority of Smartphones\\n\\nBOSTON–(BUSINESS WIRE)–Strategy Analytics in a newly published report, Smartphones: Global Artificial Intelligence Technologies Forecast to 2025, finds that on-device Artificial Intelligence (AI) is being rapidly implemented by smartphone vendors. AI is used in various functions inside smartphones such as intelligent power optimization, imaging, virtual assistants, and to enhance device performance. The report highlights the fact that AI has become the most important technology in modern smartphones. The push to add on-device AI computational power to enable Edge AI computing is a priority for smartphone and chipset vendors. \\n“Strategy Analytics estimates that 71% of all smartphones sold worldwide in 2021 will have on-device AI,” says Associate Director Ville-Petteri Ukonaho. “Advantages of on-device AI computing include lower latency, better data privacy and overall lower power consumption.”\\n\\n\\nAn Artificial Intelligence (AI) smartphone is one that uses an AI core / processor designed to run machine learning and deep learning tasks. AI smartphones run AI tasks locally on the device with the help of dedicated AI cores and AI co-processors with little or no data transmitted to the cloud. Examples of AI smartphones include Apple’s iPhone 12 Pro Max and Samsung’s Galaxy S21 Ultra 5G.\\n\\n\\n“Artificial Intelligence has become a key technology in higher-end smartphones,” says Ken Hyers, Director at Strategy Analytics. “A smartphone equipped with on-device AI can significantly improve important tasks like helping users take better pictures, deliver longer battery life through efficient power management, improve the speed of response by digital assistants, and power Augmented Reality, among other tasks. This makes smartphones more useful tools for users.”\\n\\n\\n“Modern smartphones give consumers access to their own personal AI powered super-computer,” says Ville-Petteri Ukonaho. “With the help of on-device Artificial Intelligence, virtual assistants like Siri and Google’s Assistant have become more intelligent and aware of their environment.” Strategy Analytics new report estimates that in 2021 over 80% of smartphones globally will have virtual assistants and the share will grow to 97% by 2025.\\n\\n\\n“With the enhanced AI capabilities on-device, virtual assistants have become more intelligent and aware of their environment,” comments Ken Hyers. Strategy Analytics’ report finds that Google’s Assistant is the top virtual assistant in 2021 with over 60% share followed by Apple’s Siri.\\n\\n\\nOn-device AI is powered by physical silicon cores such as Apple’s Neural Engine or distributed software frameworks such as Qualcomm Neural Processing Engine (NPE) that use algorithms to offload AI computation to several processors (CPU, GPU and DSP). “Physical AI cores have greater capability to handle complex AI computations, thus those are being introduced by all major chip vendors such as Mediatek, Samsung and HiSilicon,” says Ville-Petteri Ukonaho.\\n\\n\\n“Camera AI has become one of the key selling points of imaging focused smartphones,” says Ken Hyers and continues, “Artificial Intelligence features such as object recognition or motion detection are becoming growingly important in premium smartphones.” In the report Strategy Analytics concludes that over 30% of smartphones already have AI enhanced camera functionalities.\\n\\nStrategy Analytics finds in its latest report that technologies such as 5G will greatly benefit from the new capabilities improved by AI and vice versa. With the help of 5G and AI, smartphones have become integral part of a large device ecosystem enabling them to share data and communicate with each other.\\n\\n\\nThe report Smartphones: Global Artificial Intelligence Technologies Forecast to 2025 is available to Strategy Analytics clients.\\n\\n\\nAbout Strategy Analytics\\n\\n\\nStrategy Analytics, Inc. is a global leader in supporting companies across their planning lifecycle through a range of customized market research solutions. Our multi-discipline capabilities include: industry research advisory services, customer insights, user experience design and innovation expertise, mobile consumer on-device tracking and business-to-business consulting competencies. With domain expertise in: smart devices, connected cars, intelligent home, service providers, IoT, strategic components and media, Strategy Analytics can develop a solution to meet your specific planning need. For more information, visit us at www.strategyanalytics.com.\\n\\n\\nSource: Strategy Analytics, Inc.\\n\\n\\n#SA_Devices\\n\\n\\nContacts \\n\\nAnalyst Contacts:European Contact: Ville-Petteri Ukonaho, +44 (0)1908 423 634, vukonaho@strategyanalytics.comUSA Contact: Ken Hyers, +1 617 614 0757, khyers@strategyanalytics.comAsia Contact: Woody Oh, +44 (0) 1908 423 665, woh@strategyanalytics.com\\n\\nContinue Reading\\nPrevious Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m DealNext ContentKeeper Wins Awards of Excellence for Best Remote &amp; Blended Learning Tools\\n \\n\\n                    \\n                    More Stories                \\n \\n                                 News\\n                             \\n \\n\\n                                        ContentKeeper Wins Awards of Excellence for Best Remote &amp; Blended Learning Tools                                    \\n                    46 mins ago            \\n \\n                                 Gaming\\n                             \\n\\n \\n                                 News\\n                             \\n \\n\\n                                        Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m Deal                                    \\n                    12 hours ago            \\n \\n                                 News\\n                             \\n \\n\\n                                        AWS Announces New Lower Cost Storage Classes for Amazon Elastic File System                                    \\n                    12 hours ago            \\nSearch for:\\n\\nCategoriesCategories\\nSelect Category\\n360\\n3D printing\\n5G\\nAccessories\\nAnalytics\\nApps\\nArt\\nArticle\\narticles\\nAudio\\nAutism\\nAuto\\nAutomotive\\nAutonomous Driving\\nAutonomous Vehicles\\nBlu-Ray\\nBLUE LIGHT\\nBook\\nBroadband\\nBusiness\\nCamera\\nCar Tech\\nCareer\\nCES\\nCES Asia\\nCharging\\nChildren\\nComic\\nConsoles\\nConsumer Electronics\\nContracts\\nCounterfeit Goods\\nCovid\\nCybersecurity\\nDashCam\\nData Recovery\\nDrones\\nDVD\\nEarbuds\\neCommerce\\nEducation\\nElectric Vehicles\\nEnergy\\nEngineering\\nFamily\\nFeature\\nFinance\\nGadgets\\nGaming\\nGraphic Novel\\nHDTV\\nHealth\\nHome Tech\\nInternet\\nInvestment\\nIoT\\niPhone\\nIQS\\nLead Story\\nLearning\\nMac\\nManufacturing\\nMarketing\\nMilitary\\nMovie\\nNBN\\nNews\\nPhishing\\nPrivacy\\nProductivity\\nRaid\\nResume\\nRetail\\nReview\\nRobotics\\nSales\\nSecurity\\nSmart Devices\\nSmart Homes\\nSocial Media\\nSSD\\nStorage\\nStreaming\\nTablet\\nTariffs\\nTechnology\\nTelework\\nUniform\\nUSB\\nVideo Games\\nVideo Surveillance\\nVR/AR\\nWearables\\nWeb Design\\nWireless Charger\\nVideo News\\n\\n \\nPartner SitesIT Business Nethttp://www.ITBusinessNet.com\\nDigital Producer Magazinehttp://www.DigitalProducer.com\\nDigital Media Net Media Hubhttp://www.DigitalMediaNet.com\\nConsumer Electronics Nethttp://www.ConsumerElectronicsNet.com\\nHealth Technology Nethttp://www.HealthTechnologyNet.com\\n\\n                            \\n                            You may have missed                            \\n \\n                                 News\\n                             \\n \\n\\n                                ContentKeeper Wins Awards of Excellence for Best Remote &amp; Blended Learning Tools                            \\n                    46 mins ago            \\n \\n                                 News\\n                             \\n \\n\\n                                Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                            \\n                    7 hours ago            \\n \\n                                 Consumer Electronics\\n                             \\n \\n\\n                                CORRECTING and REPLACING Drop Into Apex Legends on Nintendo Switch Today                            \\n                    12 hours ago            \\n \\n                                 Consumer Electronics\\n                             \\n \\n\\n                                Roblox to Commence Trading on NYSE on March 10, 2021                            \\n                    12 hours ago            \\n \\n                                 Consumer Electronics\\n                             \\n \\n\\n                                Penn National Gaming to Launch Barstool Sportsbook Mobile App in Illinois                            \\n                    12 hours ago            \\n \\n \\n\\n                                                                Copyright © Consumer Electronics Net - All rights reserved.                                                                                     | \\nCoverNews by AF themes.                                    \\n\\nerror: Content is protected !!\\n\\n</td>\n",
       "      <td>Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered – Consumer Electronics Net   Skip to content Consumer Electronics Net Primary Menu Consumer Electronics Net Search for:   HomeNewsStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                                     News                                 Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                     7 hours ago               Artificial Intelligence Now Powers the Majority of Smartphones BOSTON–(BUSINESS WIRE)–Strategy Analytics in a newly published report, Smartphones: Global Artificial Intelligence Technologies Forecast to 2025, finds that on-device Artificial Intelligence (AI) is being rapidly implemented by smartphone vendors. AI is used in various functions inside smartphones such as intelligent power optimization, imaging, virtual assistants, and to enhance device performance. The report highlights the fact that AI has become the most important technology in modern smartphones. The push to add on-device AI computational power to enable Edge AI computing is a priority for smartphone and chipset vendors.  “Strategy Analytics estimates that 71% of all smartphones sold worldwide in 2021 will have on-device AI,” says Associate Director Ville-Petteri Ukonaho. “Advantages of on-device AI computing include lower latency, better data privacy and overall lower power consumption.” An Artificial Intelligence (AI) smartphone is one that uses an AI core / processor designed to run machine learning and deep learning tasks. AI smartphones run AI tasks locally on the device with the help of dedicated AI cores and AI co-processors with little or no data transmitted to the cloud. Examples of AI smartphones include Apple’s iPhone 12 Pro Max and Samsung’s Galaxy S21 Ultra 5G. “Artificial Intelligence has become a key technology in higher-end smartphones,” says Ken Hyers, Director at Strategy Analytics. “A smartphone equipped with on-device AI can significantly improve important tasks like helping users take better pictures, deliver longer battery life through efficient power management, improve the speed of response by digital assistants, and power Augmented Reality, among other tasks. This makes smartphones more useful tools for users.” “Modern smartphones give consumers access to their own personal AI powered super-computer,” says Ville-Petteri Ukonaho. “With the help of on-device Artificial Intelligence, virtual assistants like Siri and Google’s Assistant have become more intelligent and aware of their environment.” Strategy Analytics new report estimates that in 2021 over 80% of smartphones globally will have virtual assistants and the share will grow to 97% by 2025. “With the enhanced AI capabilities on-device, virtual assistants have become more intelligent and aware of their environment,” comments Ken Hyers. Strategy Analytics’ report finds that Google’s Assistant is the top virtual assistant in 2021 with over 60% share followed by Apple’s Siri. On-device AI is powered by physical silicon cores such as Apple’s Neural Engine or distributed software frameworks such as Qualcomm Neural Processing Engine (NPE) that use algorithms to offload AI computation to several processors (CPU, GPU and DSP). “Physical AI cores have greater capability to handle complex AI computations, thus those are being introduced by all major chip vendors such as Mediatek, Samsung and HiSilicon,” says Ville-Petteri Ukonaho. “Camera AI has become one of the key selling points of imaging focused smartphones,” says Ken Hyers and continues, “Artificial Intelligence features such as object recognition or motion detection are becoming growingly important in premium smartphones.” In the report Strategy Analytics concludes that over 30% of smartphones already have AI enhanced camera functionalities. Strategy Analytics finds in its latest report that technologies such as 5G will greatly benefit from the new capabilities improved by AI and vice versa. With the help of 5G and AI, smartphones have become integral part of a large device ecosystem enabling them to share data and communicate with each other. The report Smartphones: Global Artificial Intelligence Technologies Forecast to 2025 is available to Strategy Analytics clients. About Strategy Analytics Strategy Analytics, Inc. is a global leader in supporting companies across their planning lifecycle through a range of customized market research solutions. Our multi-discipline capabilities include: industry research advisory services, customer insights, user experience design and innovation expertise, mobile consumer on-device tracking and business-to-business consulting competencies. With domain expertise in: smart devices, connected cars, intelligent home, service providers, IoT, strategic components and media, Strategy Analytics can develop a solution to meet your specific planning need. For more information, visit us at  Source: Strategy Analytics, Inc.  Contacts  Analyst Contacts:European Contact: Ville-Petteri Ukonaho, +44 (0)1908 423 634, vukonaho Contact: Ken Hyers, +1 617 614 0757, khyers Contact: Woody Oh, +44 (0) 1908 423 665, woh Continue Reading Previous Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m DealNext ContentKeeper Wins Awards of Excellence for Best Remote &amp; Blended Learning Tools                                            More Stories                                                    News                                                                         ContentKeeper Wins Awards of Excellence for Best Remote &amp; Blended Learning Tools                                                         46 mins ago                                                Gaming                                                                  News                                                                         Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m Deal                                                         12 hours ago                                                News                                                                         AWS Announces New Lower Cost Storage Classes for Amazon Elastic File System                                                         12 hours ago             Search for: CategoriesCategories Select Category 360 3D printing 5G Accessories Analytics Apps Art Article articles Audio Autism Auto Automotive Autonomous Driving Autonomous Vehicles Blu-Ray BLUE LIGHT Book Broadband Business Camera Car Tech Career CES CES Asia Charging Children Comic Consoles Consumer Electronics Contracts Counterfeit Goods Covid Cybersecurity DashCam Data Recovery Drones DVD Earbuds eCommerce Education Electric Vehicles Energy Engineering Family Feature Finance Gadgets Gaming Graphic Novel HDTV Health Home Tech Internet Investment IoT iPhone IQS Lead Story Learning Mac Manufacturing Marketing Military Movie NBN News Phishing Privacy Productivity Raid Resume Retail Review Robotics Sales Security Smart Devices Smart Homes Social Media SSD Storage Streaming Tablet Tariffs Technology Telework Uniform USB Video Games Video Surveillance VR/AR Wearables Web Design Wireless Charger Video News   Partner SitesIT Business Net Digital Producer Magazine Digital Media Net Media Hub Consumer Electronics Net Health Technology Net                                                          You may have missed                                                                News                                                                 ContentKeeper Wins Awards of Excellence for Best Remote &amp; Blended Learning Tools                                                 46 mins ago                                                News                                                                 Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                                                 7 hours ago                                                Consumer Electronics                                                                 CORRECTING and REPLACING Drop Into Apex Legends on Nintendo Switch Today                                                 12 hours ago                                                Consumer Electronics                                                                 Roblox to Commence Trading on NYSE on March 10, 2021                                                 12 hours ago                                                Consumer Electronics                                                                 Penn National Gaming to Launch Barstool Sportsbook Mobile App in Illinois                                                 12 hours ago                                                                                 Copyright © Consumer Electronics Net - All rights reserved.                                                                                     |  CoverNews by AF themes.                                     error: Content is protected !!</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>http://www.itbusinessnet.com/2020/10/olympus-to-support-endoscopic-ai-diagnosis-education-for-doctors-in-india-and-to-launch-ai-diagnostic-support-application/?utm_source=rss&amp;utm_medium=rss&amp;utm_campaign=olympus-to-support-endoscopic-ai-diagnosis-education-for-doctors-in-india-and-to-launch-ai-diagnostic-support-application</td>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>en</td>\n",
       "      <td>Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application | | IT Business Net</td>\n",
       "      <td>\\n\\nOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application | | IT Business Net\\n \\nSkip to content\\n\\nIT Business Net\\n\\nNews for IT Professionals\\nPrimary Menu\\n\\nIT Business Net\\nAbout IT Business Net\\n\\nSearch for:\\n \\nHome2020OctoberOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application \\n \\n                                 News\\n                             \\n \\nOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application\\n\\n \\n\\nTOKYO, Oct 20, 2020 – (ACN Newswire) –  Olympus Corporation took part in a ground-breaking project as a business promoter, in cooperation with the Ministry of Internal Affairs and Communications (MIC), entitled, “Survey Study for International Expansion of AI Diagnosis Support System Using Ultra-High Magnifying Endoscopes in India.” The project aims to develop advanced endoscopy diagnostics in India, where there are relatively few endoscopists.\\nIn collaboration with CYBERNET SYSTEMS CO,. LTD., Olympus has established an AI diagnostic support system at a major medical institution, the Asian Institute of Gastroenterology (AIG) based in Hyderabad, India. Specialist lecturers and physicians from Showa University Northern Yokohama Hospital provided expert guidance to AIG doctors. In addition to training AIG doctors in techniques for detecting diseases and differential diagnosis by colonoscope, they also trained the doctors on how to instruct the next generation of endoscopists.\\nThe project started on October 12. At the kick-off meeting, Satoshi Hemmi, Deputy Director-General of the Information and Communications Bureau, the Ministry of Internal Affairs and Communications commented, “We hope to contribute to the spread of AI endoscopy systems and the development of medical care in India through training future leaders in AI endoscopy systems in India. We also hope that the cooperation between India and Japan in the field of healthcare ICT will continue to develop.”\\nIn addition to the ultra-magnifying scope Endocyto(*1) released last year, Olympus will release endoscopic diagnostic support software equipped with AI in India from December. The endoscopic diagnostic support software EndoBRAIN(*2) and EndoBRAIN-EYE(*3) will be utilized for physician training in India. Olympus intends to assist in the development of physicians and promote the use of endoscopic diagnostics.\\n(*1) An endoscope that enables observation at the cellular level in real time with up to 520 times optical magnification.(*2) AI real-time in-vivo analysis of colon lesions taken with ultra-high magnifying endoscopes, numerically indicating the possibility of neoplastic and non-neoplastic polyps to assist physicians in the differentiation and detection of polyps through figures.(*3) AI endoscopic diagnostic imaging support software that assists physicians in diagnosing lesions by alerting if a polyp or other lesion is detected using regular colonoscope images. \\nBackground of Olympus’ Participation\\nIn India, the rate of cancer morbidity is expected to increase as the economy grows. On the other hand, there is a severe shortage of doctors who can conduct precision diagnostics with endoscopes, which are essential for early detection and treatment of cancer. Olympus participated in this project to support trained AIG specialists to train doctors in India and neighboring countries and to contribute to the popularization and development of endoscope diagnostics using the latest AI technology.\\nMinistry of Internal Affairs and Communications Project\\n– Purpose:The MIC aims to realize the sustainable development goal and SDG pledges to ensure “no one will be left behind.” To this end, the MIC aims to realize a model that contributes to SDG through digitization and to disseminate and promote an SDG + ICT model domestically and overseas between both public and private sectors. This project aims to contribute to the introduction and dissemination of Japan’s endoscopic AI diagnostic support system to India and neighboring countries in response to the social issue of increasing cancer prevalence in India.\\n– Projects:1) Survey on the Current Status of Policies in the Medical Health Sector in India and the Current Status of the Introduction of Medical ICT in India:Collecting information from major medical institutions and external research institutions and investigating the spread of medical systems, including endoscopic systems.\\n2) Verification through proof-of-concept tests in India:Physicians from the Showa University Northern Yokohama Hospital will train AIG physicians, from the detection of disease utilizing a colonoscope to discriminatory diagnosis, and train them as lecturers to train instructors. MIC provided equipment and training courses.\\nFor questions or additional information, please contact:Yuka Horimoto+81-90-2490-1071[email protected]\\n Copyright 2020 ACN Newswire. All rights reserved. www.acnnewswire.com\\nContinue Reading\\nPrevious Sweetwater Royalties Completes Land Grant AcquisitionNext T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes\\n \\n \\n                    More Stories                \\n \\n                                 News\\n                             \\n \\n\\n\\n                                        The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        The Executive Centre launches the “Welcome Back to The Office” campaign                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                    \\n\\nCategoriesCategories\\nSelect Category\\n3D  (2)\\n3D Camera  (1)\\n3D Printing  (10)\\n4G  (1)\\n5G  (10)\\nAccounting  (1)\\nAdditive Manufacturing  (3)\\nAdvertising  (4)\\nAerospace  (1)\\nAftermarket Parts  (1)\\nAgile  (2)\\nAgriculture  (1)\\nAI  (44)\\nAnalytics  (6)\\nAndroid  (1)\\nAnti-Virus  (1)\\nAntitrust  (1)\\nApplication Development  (3)\\nApps  (6)\\nAR  (9)\\nArchitectural  (2)\\nArtificial Intelligence  (5)\\nAugmented Intelligence  (1)\\nAugmented Reality  (4)\\nAuthentication  (1)\\nAutomation  (13)\\nAutomotive  (19)\\nAutonomous Vehicles  (5)\\nB2B  (2)\\nBanking  (2)\\nBatteries  (3)\\nBenefits  (1)\\nBig Data  (8)\\nBilling  (1)\\nBiometrics  (3)\\nBioPrinting  (1)\\nBitcoin  (6)\\nBlockchain  (4)\\nBot  (1)\\nBrand  (6)\\nBrand Marketer  (3)\\nBusiness  (64)\\nBusiness Intelligence  (7)\\nCAD  (2)\\nCall Center  (1)\\nCareer  (6)\\nCase Study  (2)\\nCellular  (1)\\nCIO  (1)\\nClimate Change  (1)\\nCloud Computing  (22)\\nCloud Security  (5)\\nCloud Storage  (2)\\nCoding  (6)\\nCollaboration  (1)\\nColocation  (3)\\nColors  (1)\\nCommunications  (6)\\nComputer Systems  (1)\\nConference  (1)\\nConnectivity  (2)\\nConstruction  (3)\\nConsumer Electronics  (1)\\nContact Center  (1)\\nContent  (1)\\nContracts  (1)\\nCoronavirus  (13)\\nCOVID-19  (17)\\nCredit  (1)\\nCRM  (3)\\nCRO  (1)\\nCryptocurrency  (6)\\nCurrency  (2)\\nCustomer Acquisition  (2)\\ncustomer identity management  (1)\\nCustomer Service  (6)\\nCustomers  (3)\\nCyber Security  (13)\\nCybercrime  (10)\\nCybersecurity  (32)\\nData Analysis  (5)\\nData Backup  (2)\\nData Center  (16)\\nData Integration  (2)\\nData Management  (6)\\nData Mining  (1)\\nData Recovery  (2)\\nData Security  (14)\\nData Warehouse  (1)\\nDebt  (1)\\nDiagnostics  (1)\\nDigital Identity  (1)\\nDigital Marketing  (2)\\nDigital Signage  (1)\\nDisaster Recovery  (1)\\nDisplay  (1)\\nDocumentation  (1)\\nDrones  (2)\\nDrug testing  (1)\\neCommerce  (3)\\nEdge Analytics  (1)\\nEdge Computing  (2)\\nEducation  (5)\\nEfficiency  (1)\\nElection Security  (1)\\nElectronic Payments  (1)\\nElectronic Signature  (1)\\nElectronics  (5)\\nEmail  (3)\\nEmployee benefits  (1)\\nEmployee Experience  (4)\\nEmployee Tracking  (1)\\nEnergy  (4)\\nEngineering  (1)\\nEnterprise  (6)\\nEnterprise Performance Management  (1)\\nEntrepreneur  (1)\\nEnvironment  (1)\\nExchange  (2)\\nExcubation  (1)\\nExhibition  (2)\\nExport  (1)\\nFacial Recognition  (1)\\nFarm Tech  (1)\\nFeature  (258)\\nFelixprinters  (1)\\nFinance  (3)\\nFinTech  (4)\\nFirewall  (1)\\nFirmware  (1)\\nFleet Management  (1)\\nFood  (1)\\nForex  (1)\\nFranchise  (1)\\nFraud  (3)\\nGaming  (3)\\nGDPR  (3)\\nGene Sequencing  (1)\\nGovernment  (1)\\nGPS  (1)\\nHacking  (2)\\nHardware  (2)\\nHealth Tech  (15)\\nHealthcare  (2)\\nHospitality  (1)\\nHR  (13)\\nIdentity Theft  (1)\\nIIoT  (4)\\nImage Recognition  (2)\\nImports  (3)\\nIndustrial  (10)\\nIndustry 4.0  (2)\\nInfrastructure  (3)\\nInitial Coin Offering  (1)\\nInnovation  (2)\\nInspection  (1)\\nInsurance  (3)\\nInterface  (1)\\nInternational  (3)\\nInternet  (4)\\nInterview  (2)\\nInvestment  (7)\\nInvoicing  (1)\\nIO  (1)\\nIoT  (18)\\nIQS  (9)\\nIT  (14)\\nJob Search  (2)\\nKVM Switch  (1)\\nLaptop  (2)\\nLaser  (2)\\nLaw  (4)\\nLead Story  (234)\\nLeadership  (1)\\nLED  (2)\\nLegal  (1)\\nLegal Cannabis  (1)\\nLinux  (1)\\nLiquidation  (1)\\nLive Video  (1)\\nLocation  (1)\\nLogistics  (2)\\nLow-Code  (1)\\nM&amp;A  (1)\\nMac  (1)\\nMachine Learning  (8)\\nMachine Reasoning  (2)\\nMachine Vision  (1)\\nMaintenance  (1)\\nMalware  (1)\\nManaged Services  (1)\\nManagement  (11)\\nManufacturing  (51)\\nMarketing  (23)\\nMBA  (1)\\nMedia  (1)\\nMedical Technology  (3)\\nMemory  (1)\\nMental Health  (3)\\nmerger  (1)\\nMessaging  (1)\\nMicrogrid  (1)\\nMilitary  (1)\\nMining  (1)\\nMobile  (5)\\nMore News  (7,690)\\nNanotechnology  (1)\\nNAS  (2)\\nNetwork TAPs  (1)\\nNetworking  (8)\\nNetworks  (6)\\nNews  (50,756)\\nNGFW  (1)\\nOEM  (1)\\nOffice  (3)\\nOffline  (1)\\nOffshore Business  (1)\\nOnline  (4)\\nOpinion  (1)\\nOptical  (2)\\nOS  (1)\\nOutsourcing  (2)\\nPackaging  (1)\\nPasswords  (1)\\nPattern Recognition  (1)\\nPayment Processing  (1)\\nPersonnel  (2)\\nPharmaceutical  (2)\\nPredictive Behavior  (1)\\nPredictive Maintenance  (1)\\nPresentation  (2)\\nPrint  (1)\\nPrivacy  (9)\\nProductivity  (2)\\nProgramming  (6)\\nProject Management  (1)\\nProject Profile  (1)\\nQuality Control  (1)\\nRemote Working  (8)\\nRepair  (1)\\nResearch  (5)\\nResilience Technologies  (1)\\nResume  (1)\\nRetail  (8)\\nReview  (2)\\nRFID  (1)\\nRobotics  (31)\\nRouter  (2)\\nSaaS  (1)\\nSales  (7)\\nScreen Time  (1)\\nSearch  (1)\\nSearch Trends  (1)\\nSecurity  (38)\\nSensors  (4)\\nSEO  (2)\\nServers  (3)\\nShopping  (1)\\nSignage  (2)\\nSmall Business  (4)\\nSmart Camera  (1)\\nSmart Cities  (1)\\nSmart Home  (3)\\nSmart Technology  (2)\\nSmartphone  (5)\\nSMB  (2)\\nSMBs  (1)\\nSME  (1)\\nSMS  (1)\\nSocial Media  (6)\\nSoftware  (9)\\nSoftware Development  (3)\\nSouth Korea  (1)\\nSQL  (1)\\nStaffing  (1)\\nStartup  (6)\\nStartups  (4)\\nStock Market  (2)\\nStocks  (1)\\nStorage  (7)\\nStreaming  (1)\\nSupply Chain  (4)\\nSupply Chain Management  (2)\\nSurveillance  (3)\\nTariffs  (4)\\nTax Credits  (1)\\nTechnology  (9)\\nTelecommuting  (2)\\nTouchscreen  (2)\\nTrade  (5)\\nTradeshow  (2)\\nTrading  (3)\\nTraining  (1)\\nTransformation  (10)\\nTransportation  (5)\\nTravel  (1)\\nTrends  (1)\\nUI  (1)\\nUniforms  (1)\\nVenture Capital  (1)\\nVideo  (4)\\nVideo Conferencing  (2)\\nVideo Security  (1)\\nVideo Wall  (1)\\nVirtual machine  (1)\\nVisualisation  (1)\\nVisualization  (1)\\nVM  (1)\\nVoice Assistant  (1)\\nVoice Search  (2)\\nVPN  (4)\\nVR  (6)\\nWaterproof  (1)\\nWearable Tech  (4)\\nWeb  (7)\\nWebsite  (1)\\nWhiteboard  (1)\\nWhitepaper  (1)\\nWiFi  (2)\\nWireless  (1)\\nWorkflow  (4)\\nWorkforce  (8)\\nWorkplace  (10)\\nSearch IBN\\n\\nSearch for:\\nTodays Business News\\n\\n\\nAAPL Chart by TradingView\\n \\n\\n\\n                            News                            \\n\\n \\n                                 News\\n                             \\n \\n                                                    The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                \\n \\n                                 News\\n                             \\n \\n                                                    The Executive Centre launches the “Welcome Back to The Office” campaign                                                \\n \\n                                 News\\n                             \\n \\n                                                    Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                \\n \\n                                 News\\n                             \\n \\n                                                    GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                \\n \\n                                 News\\n                             \\n \\n                                                    UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                \\n \\n                                 News\\n                             \\n \\n                                                    T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                                \\n \\n                                 News\\n                             \\n \\n                                                    Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application                                                \\n \\n                                 News\\n                             \\n \\n                                                    Sweetwater Royalties Completes Land Grant Acquisition                                                \\n \\n                                 News\\n                             \\n \\n                                                    KBRA Assigns Preliminary Ratings to GCI Funding I LLC, Series 2020-1                                                \\n \\n                                 News\\n                             \\n \\n                                                    KBRA Assigns Preliminary Ratings to Sequoia Mortgage Trust 2020-4 (SEMT 2020-4)                                                \\nPartner SitesIT Business Nethttp://www.ITBusinessNet.com\\nDigital Producer Magazinehttp://www.DigitalProducer.com\\nDigital Media Net Media Hubhttp://www.DigitalMediaNet.com\\nConsumer Electronics Nethttp://www.ConsumerElectronicsNet.com\\nBroadcast Newsroomhttp://www.BroadcastNewsroom.com\\nHealth Technology Nethttp://www.HealthTechnologyNet.com\\nByteSteam - Crypto &amp; Blockchainhttp://www.ByteSteam.com\\nFree Digital Stock Photoshttp://www.DigitalStockResources.comContact\\n\\nAbout IT Business Net\\n                            You may have missed                            \\n \\n                                 News\\n                             \\n \\n\\n                                The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                The Executive Centre launches the “Welcome Back to The Office” campaign                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                            \\n\\n \\n \\n \\n\\n                                                                Copyright © IT Business Net - All rights reserved.                                                                            \\n\\nerror: Content is protected !!\\n</td>\n",
       "      <td>Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application | | IT Business Net   Skip to content IT Business Net News for IT Professionals Primary Menu IT Business Net About IT Business Net Search for:   Home2020OctoberOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application                                     News                                 Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application   TOKYO, Oct 20, 2020 – (ACN Newswire) –  Olympus Corporation took part in a ground-breaking project as a business promoter, in cooperation with the Ministry of Internal Affairs and Communications (MIC), entitled, “Survey Study for International Expansion of AI Diagnosis Support System Using Ultra-High Magnifying Endoscopes in India.” The project aims to develop advanced endoscopy diagnostics in India, where there are relatively few endoscopists. In collaboration with CYBERNET SYSTEMS CO,. LTD., Olympus has established an AI diagnostic support system at a major medical institution, the Asian Institute of Gastroenterology (AIG) based in Hyderabad, India. Specialist lecturers and physicians from Showa University Northern Yokohama Hospital provided expert guidance to AIG doctors. In addition to training AIG doctors in techniques for detecting diseases and differential diagnosis by colonoscope, they also trained the doctors on how to instruct the next generation of endoscopists. The project started on October 12. At the kick-off meeting, Satoshi Hemmi, Deputy Director-General of the Information and Communications Bureau, the Ministry of Internal Affairs and Communications commented, “We hope to contribute to the spread of AI endoscopy systems and the development of medical care in India through training future leaders in AI endoscopy systems in India. We also hope that the cooperation between India and Japan in the field of healthcare ICT will continue to develop.” In addition to the ultra-magnifying scope Endocyto(*1) released last year, Olympus will release endoscopic diagnostic support software equipped with AI in India from December. The endoscopic diagnostic support software EndoBRAIN(*2) and EndoBRAIN-EYE(*3) will be utilized for physician training in India. Olympus intends to assist in the development of physicians and promote the use of endoscopic diagnostics. (*1) An endoscope that enables observation at the cellular level in real time with up to 520 times optical magnification.(*2) AI real-time in-vivo analysis of colon lesions taken with ultra-high magnifying endoscopes, numerically indicating the possibility of neoplastic and non-neoplastic polyps to assist physicians in the differentiation and detection of polyps through figures.(*3) AI endoscopic diagnostic imaging support software that assists physicians in diagnosing lesions by alerting if a polyp or other lesion is detected using regular colonoscope images.  Background of Olympus’ Participation In India, the rate of cancer morbidity is expected to increase as the economy grows. On the other hand, there is a severe shortage of doctors who can conduct precision diagnostics with endoscopes, which are essential for early detection and treatment of cancer. Olympus participated in this project to support trained AIG specialists to train doctors in India and neighboring countries and to contribute to the popularization and development of endoscope diagnostics using the latest AI technology. Ministry of Internal Affairs and Communications Project – Purpose:The MIC aims to realize the sustainable development goal and SDG pledges to ensure “no one will be left behind.” To this end, the MIC aims to realize a model that contributes to SDG through digitization and to disseminate and promote an SDG + ICT model domestically and overseas between both public and private sectors. This project aims to contribute to the introduction and dissemination of Japan’s endoscopic AI diagnostic support system to India and neighboring countries in response to the social issue of increasing cancer prevalence in India. – Projects:1) Survey on the Current Status of Policies in the Medical Health Sector in India and the Current Status of the Introduction of Medical ICT in India:Collecting information from major medical institutions and external research institutions and investigating the spread of medical systems, including endoscopic systems. 2) Verification through proof-of-concept tests in India:Physicians from the Showa University Northern Yokohama Hospital will train AIG physicians, from the detection of disease utilizing a colonoscope to discriminatory diagnosis, and train them as lecturers to train instructors. MIC provided equipment and training courses. For questions or additional information, please contact:Yuka Horimoto+81-90-2490-1071[email protected]  Copyright 2020 ACN Newswire. All rights reserved.  Continue Reading Previous Sweetwater Royalties Completes Land Grant AcquisitionNext T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                         More Stories                                                    News                                                                         The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                                        News                                                                         The Executive Centre launches the “Welcome Back to The Office” campaign                                                                        News                                                                         Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                                        News                                                                         GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                                        News                                                                         UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                                        News                                                                         T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                     CategoriesCategories Select Category 3D  (2) 3D Camera  (1) 3D Printing  (10) 4G  (1) 5G  (10) Accounting  (1) Additive Manufacturing  (3) Advertising  (4) Aerospace  (1) Aftermarket Parts  (1) Agile  (2) Agriculture  (1) AI  (44) Analytics  (6) Android  (1) Anti-Virus  (1) Antitrust  (1) Application Development  (3) Apps  (6) AR  (9) Architectural  (2) Artificial Intelligence  (5) Augmented Intelligence  (1) Augmented Reality  (4) Authentication  (1) Automation  (13) Automotive  (19) Autonomous Vehicles  (5) B2B  (2) Banking  (2) Batteries  (3) Benefits  (1) Big Data  (8) Billing  (1) Biometrics  (3) BioPrinting  (1) Bitcoin  (6) Blockchain  (4) Bot  (1) Brand  (6) Brand Marketer  (3) Business  (64) Business Intelligence  (7) CAD  (2) Call Center  (1) Career  (6) Case Study  (2) Cellular  (1) CIO  (1) Climate Change  (1) Cloud Computing  (22) Cloud Security  (5) Cloud Storage  (2) Coding  (6) Collaboration  (1) Colocation  (3) Colors  (1) Communications  (6) Computer Systems  (1) Conference  (1) Connectivity  (2) Construction  (3) Consumer Electronics  (1) Contact Center  (1) Content  (1) Contracts  (1) Coronavirus  (13) COVID-19  (17) Credit  (1) CRM  (3) CRO  (1) Cryptocurrency  (6) Currency  (2) Customer Acquisition  (2) customer identity management  (1) Customer Service  (6) Customers  (3) Cyber Security  (13) Cybercrime  (10) Cybersecurity  (32) Data Analysis  (5) Data Backup  (2) Data Center  (16) Data Integration  (2) Data Management  (6) Data Mining  (1) Data Recovery  (2) Data Security  (14) Data Warehouse  (1) Debt  (1) Diagnostics  (1) Digital Identity  (1) Digital Marketing  (2) Digital Signage  (1) Disaster Recovery  (1) Display  (1) Documentation  (1) Drones  (2) Drug testing  (1) eCommerce  (3) Edge Analytics  (1) Edge Computing  (2) Education  (5) Efficiency  (1) Election Security  (1) Electronic Payments  (1) Electronic Signature  (1) Electronics  (5) Email  (3) Employee benefits  (1) Employee Experience  (4) Employee Tracking  (1) Energy  (4) Engineering  (1) Enterprise  (6) Enterprise Performance Management  (1) Entrepreneur  (1) Environment  (1) Exchange  (2) Excubation  (1) Exhibition  (2) Export  (1) Facial Recognition  (1) Farm Tech  (1) Feature  (258) Felixprinters  (1) Finance  (3) FinTech  (4) Firewall  (1) Firmware  (1) Fleet Management  (1) Food  (1) Forex  (1) Franchise  (1) Fraud  (3) Gaming  (3) GDPR  (3) Gene Sequencing  (1) Government  (1) GPS  (1) Hacking  (2) Hardware  (2) Health Tech  (15) Healthcare  (2) Hospitality  (1) HR  (13) Identity Theft  (1) IIoT  (4) Image Recognition  (2) Imports  (3) Industrial  (10) Industry 4.0  (2) Infrastructure  (3) Initial Coin Offering  (1) Innovation  (2) Inspection  (1) Insurance  (3) Interface  (1) International  (3) Internet  (4) Interview  (2) Investment  (7) Invoicing  (1) IO  (1) IoT  (18) IQS  (9) IT  (14) Job Search  (2) KVM Switch  (1) Laptop  (2) Laser  (2) Law  (4) Lead Story  (234) Leadership  (1) LED  (2) Legal  (1) Legal Cannabis  (1) Linux  (1) Liquidation  (1) Live Video  (1) Location  (1) Logistics  (2) Low-Code  (1) M&amp;A  (1) Mac  (1) Machine Learning  (8) Machine Reasoning  (2) Machine Vision  (1) Maintenance  (1) Malware  (1) Managed Services  (1) Management  (11) Manufacturing  (51) Marketing  (23) MBA  (1) Media  (1) Medical Technology  (3) Memory  (1) Mental Health  (3) merger  (1) Messaging  (1) Microgrid  (1) Military  (1) Mining  (1) Mobile  (5) More News  (7,690) Nanotechnology  (1) NAS  (2) Network TAPs  (1) Networking  (8) Networks  (6) News  (50,756) NGFW  (1) OEM  (1) Office  (3) Offline  (1) Offshore Business  (1) Online  (4) Opinion  (1) Optical  (2) OS  (1) Outsourcing  (2) Packaging  (1) Passwords  (1) Pattern Recognition  (1) Payment Processing  (1) Personnel  (2) Pharmaceutical  (2) Predictive Behavior  (1) Predictive Maintenance  (1) Presentation  (2) Print  (1) Privacy  (9) Productivity  (2) Programming  (6) Project Management  (1) Project Profile  (1) Quality Control  (1) Remote Working  (8) Repair  (1) Research  (5) Resilience Technologies  (1) Resume  (1) Retail  (8) Review  (2) RFID  (1) Robotics  (31) Router  (2) SaaS  (1) Sales  (7) Screen Time  (1) Search  (1) Search Trends  (1) Security  (38) Sensors  (4) SEO  (2) Servers  (3) Shopping  (1) Signage  (2) Small Business  (4) Smart Camera  (1) Smart Cities  (1) Smart Home  (3) Smart Technology  (2) Smartphone  (5) SMB  (2) SMBs  (1) SME  (1) SMS  (1) Social Media  (6) Software  (9) Software Development  (3) South Korea  (1) SQL  (1) Staffing  (1) Startup  (6) Startups  (4) Stock Market  (2) Stocks  (1) Storage  (7) Streaming  (1) Supply Chain  (4) Supply Chain Management  (2) Surveillance  (3) Tariffs  (4) Tax Credits  (1) Technology  (9) Telecommuting  (2) Touchscreen  (2) Trade  (5) Tradeshow  (2) Trading  (3) Training  (1) Transformation  (10) Transportation  (5) Travel  (1) Trends  (1) UI  (1) Uniforms  (1) Venture Capital  (1) Video  (4) Video Conferencing  (2) Video Security  (1) Video Wall  (1) Virtual machine  (1) Visualisation  (1) Visualization  (1) VM  (1) Voice Assistant  (1) Voice Search  (2) VPN  (4) VR  (6) Waterproof  (1) Wearable Tech  (4) Web  (7) Website  (1) Whiteboard  (1) Whitepaper  (1) WiFi  (2) Wireless  (1) Workflow  (4) Workforce  (8) Workplace  (10) Search IBN Search for: Todays Business News AAPL Chart by TradingView                               News                                                                News                                                                                     The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                                                    News                                                                                     The Executive Centre launches the “Welcome Back to The Office” campaign                                                                                    News                                                                                     Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                                                    News                                                                                     GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                                                    News                                                                                     UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                                                    News                                                                                     T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                                                                    News                                                                                     Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application                                                                                    News                                                                                     Sweetwater Royalties Completes Land Grant Acquisition                                                                                    News                                                                                     KBRA Assigns Preliminary Ratings to GCI Funding I LLC, Series 2020-1                                                                                    News                                                                                     KBRA Assigns Preliminary Ratings to Sequoia Mortgage Trust 2020-4 (SEMT 2020-4)                                                 Partner SitesIT Business Net Digital Producer Magazine Digital Media Net Media Hub Consumer Electronics Net Broadcast Newsroom Health Technology Net ByteSteam - Crypto &amp; Blockchain Free Digital Stock Photos About IT Business Net                             You may have missed                                                                News                                                                 The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                                News                                                                 The Executive Centre launches the “Welcome Back to The Office” campaign                                                                News                                                                 Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                                News                                                                 GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                                News                                                                 UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                                                                   Copyright © IT Business Net - All rights reserved.                                                                             error: Content is protected !!</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                                                                                                                                                                                                                                                                    url  \\\n",
       "0                                                                                                                                                                                                                                                                                  http://en.people.cn/n3/2021/0318/c90000-9830122.html   \n",
       "1                                                                                                                                                                                              http://newsparliament.com/2020/02/27/children-with-autism-saw-their-learning-and-social-skills-boosted-after-playing-with-this-ai-robot/   \n",
       "2                                                                                                                                                                                                                                                                                                      http://www.dataweek.co.za/12835r   \n",
       "3                                                                                                                                                                                                       http://www.homeoffice.consumerelectronicsnet.com/strategy-analytics-71-of-smartphones-sold-globally-in-2021-will-be-ai-powered/   \n",
       "4  http://www.itbusinessnet.com/2020/10/olympus-to-support-endoscopic-ai-diagnosis-education-for-doctors-in-india-and-to-launch-ai-diagnostic-support-application/?utm_source=rss&utm_medium=rss&utm_campaign=olympus-to-support-endoscopic-ai-diagnosis-education-for-doctors-in-india-and-to-launch-ai-diagnostic-support-application   \n",
       "\n",
       "        date language  \\\n",
       "0 2021-03-18       en   \n",
       "1 2020-02-27       en   \n",
       "2 2021-03-26       en   \n",
       "3 2021-03-10       en   \n",
       "4 2020-10-20       en   \n",
       "\n",
       "                                                                                                                                           title  \\\n",
       "0                                                  Artificial intelligence improves parking efficiency in Chinese cities - People's Daily Online   \n",
       "1                           Children With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot – News Parliament   \n",
       "2                     Forget ML, AI and Industry 4.0 – obsolescence should be your focus - 26 February 2021 - Test & Rework Solutions - Dataweek   \n",
       "3                                     Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered – Consumer Electronics Net   \n",
       "4  Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application | | IT Business Net   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 text  \\\n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             \\n\\nArtificial intelligence improves parking efficiency in Chinese cities - People's Daily Online\\n\\nHome\\nChina Politics\\nForeign Affairs\\nOpinions\\nVideo: We Are China\\nBusiness\\nMilitary\\nWorld\\nSociety\\nCulture\\nTravel\\nScience\\nSports\\nPhoto\\n\\nLanguages\\n\\nChinese\\nJapanese\\nFrench\\nSpanish\\nRussian\\nArabic\\nKorean\\nGerman\\nPortuguese\\nThursday, March 18, 2021\\nHome>>\\n\\t\\t\\nArtificial intelligence improves parking efficiency in Chinese cities\\nBy Liu Shiyao (People's Daily) 09:16, March 18, 2021\\nPhoto taken on July 1, 2019, shows a sign for electronic toll collection (ETC) newly set up at a roadside parking space on Yangzhuang road, Shijingshan district, Beijing. Some urban areas of the city started to use ETC system for roadside parking spaces since July 1, 2019. (People’s Daily Online/Li Wenming)\\n\\n\\tThanks to the application of an artificial intelligence (AI)-empowered roadside electronic toll collection (ETC) system, China’s capital city Beijing has seen significant improvement in the efficiency of parking fee collection, turnover of roadside parking spots, order in roadside parking, as well as traffic congestion.\\n\\n\\tAs the city further deepens its roadside parking reform, the ETC system has almost covered all the roadside parking spaces in the city, with the proportion of vehicles parked on roads using the system exceeding 90 percent.\\n\\n\\tWith the AI-empowered system, drivers can park their vehicles at the parking spots on the roadside, and then pay the parking charge via their mobile phones after they drive away.\\n\\n\\t“This road used to be full of cars, and even the normal lanes were occupied. You could hardly move a bit during the morning and evening commute time,” recalled a citizen surnamed Wang, who lives in Chaoyang district of Beijing.\\n\\n\\t“Since the summer of 2019, roadside ETC devices have been installed here. With all the cars being parked in designated parking spots on the roadside, the road now seems brighter and wider,” Wang said.\\n\\n\\tThe smart roadside ETC system “AIpark Sky Eye” adopted by Beijing is developed, operated, and maintained by AIpark, a Beijing-based leading smart parking solution provider.\\n\\n\\tThe company’s intelligent system has brought into full play the advantages of AI technologies and effectively addressed the shortage of parking spaces and the problem of irregular parking in cities. The system has therefore been listed among the country’s innovation projects that integrate AI deeply into the real economy in 2018 by China’s Ministry of Industry and Information Technology (MIIT).\\n\\n\\tTraditional parking management equipment and monitoring devices have failed to meet the actual needs of cities due to limited application scenarios and technical capacity. There are many deficiencies in traditional parking systems. For example, magnetic devices cannot identify detailed information about vehicles; each video monitoring pile can only cover one parking spot; and manual collection of parking fees costs too much.\\n\\n\\tSuch problems don’t exist in smart machines. The “AIpark Sky Eye” system boasts strong stability and high recognition rate. Besides, it can resist the interference of extreme weather conditions like rain, snow, and fog, and form complete graphic evidence based on wheel path of vehicles.\\n\\n\\tEach set of cameras of the “AIpark Sky Eye” system can monitor multiple parking spots at the same time for 24 hours a day. The data collected by front-end cameras are processed using multi-dimensional deep learning algorithm before they are uploaded on to an AI computing cloud platform for data enrichment. The platform then distributes identification results to transport authorities.\\n\\n\\tThe most distinctive innovation in the technological package of the system is precision brought about by high-mounted parking system cameras, according to Xiang Yanping, senior vice president of AIpark, noting that the cameras can recognize more complex static and dynamic reality scenes.\\n\\n\\t“For example, the equipment can accurately identify irregular parking behaviors and state such as double parking and frequent maneuvers, precisely recognize detailed information including plate number and vehicle color, and make good judgment on the behaviors of drivers and pedestrians,” Xiang said.\\n\\n\\tOnce the high-mounted parking system cameras are installed, they can help with many aspects of integrated urban governance, which represents another advantage of the “AIpark Sky Eye” system.\\n\\n\\tBesides managing parking fee collection, high-mounted camera system can also provide data for traffic improvements. The snapshots obtained from the camera system can help solve problems including illegal and inappropriate parking and vehicle theft.\\n\\n\\tSo far, the smart ETC system of AIpark has been introduced into more than 20 cities in China, signaling increasingly important roles of AI in improving parking efficiency and order as well as new development opportunities for smart parking industry.\\n【1】【2】【3】\\nPhotos\\nNaval fleet steams in East China Sea\\nNewborn golden snub-nosed monkey makes debut\\nIn pics: birds across China\\nGrain painting studio helps villagers to increase income\\nRelated Stories\\nExhibition highlighting art-science integration opens in BeijingChina’s AI industry poised to enter boom timesAlibaba outlines 10 technology trends for 2019China’s leading AI enterprise iFlytek to develop health information technologyCheetah Mobile wades into artificial intelligenceChina overtakes the US in investment in AI5 million artificial intelligence talents urgently needed in ChinaGraduate students give 'voice' to sign languageArtificial Intelligence in real livesMicrosoft embraces artificial intelligence\\nAbout People's Daily Online |  Join Us | Contact Us\\nCopyright © 2021 People's Daily Online. All Rights Reserved.\\n\\t\\n   \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \\nChildren With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot – News Parliament\\n \\n\\nSkip to content\\n\\t\\t\\tThursday, February 27, 2020\\t\\t\\n\\nLatest:\\n\\n\\nMansplaining in conferences: How can we get him to forestall?\\n\\n\\nDrax power station to cease burning coal in March 2021\\n\\n\\nCoronavirus Could Explode in the U.S. Overnight Like it Did in Italy\\n\\n\\nCoronavirus: Dettol sales surge as markets fall again\\n\\n\\nLevi Strauss marks the next phase in corporate paid leave policies\\n\\nNews Parliament\\n\\nGet the Real Story\\n\\n \\nNews\\nTechnology\\nServices\\nHealthcare\\nWorld\\nBusiness\\nEntertainment\\n \\n\\nWorld \\n\\n\\n   \\t\\t\\tChildren With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot   \\t\\t\\n\\n\\n February 27, 2020February 27, 2020\\nadmin\\t\\t\\t\\t\\t\\n\\n\\n 0 Comments\\n\\n\\n Author Recent Posts   admin  Latest posts by admin (see all)  Mansplaining in conferences: How can we get him to forestall? - February 27, 2020   Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy - February 27, 2020   Levi Strauss marks the next phase in corporate paid leave policies - February 27, 2020   Scientists who designed an artificially clever robotic that helped youngsters with autism spice up their studying and social talents hope such era may just in the future help others with the developmental dysfunction.\\nThe learn about noticed seven youngsters with gentle to average autism take domestic what’s referred to as a socially assistive robotic, named Kiwi, for a month. According to a commentary by way of the University of Southern California the place the crew is primarily based, the members from the Los Angeles house had been elderly between 3 and seven years previous, and performed space-themed video games with the robotic virtually day by day.\\nAs Kiwi was once fitted with machine-learning era, it was once in a position to offer distinctive comments and directions to the kids in accordance with their talents. For example, if the kid were given a query incorrect Kiwi would give activates to assist them resolve it, and tweak the trouble ranges to problem the kid correctly.\\nThe authors of the paper revealed within the magazine Science Robotics discovered all the youngsters noticed their reasoning talents support. Some 92 % had higher social talents after enjoying with Kiwi for a month, in keeping with the commentary.\\nCameras hooked as much as Kiwi enabled the crew to additionally observe how engaged the children had been with the robotic, in accordance with the place their eyes had been taking a look, the placement in their heads, their speech and how smartly they carried out on a role. The crew discovered engagement ranged from 48 to 84 % on reasonable a few of the members, and Kiwi was once in a position to stumble on a disengaged kid with 90 % accuracy. That was once in spite of possible distractions akin to domestic home equipment, in addition to buddies and circle of relatives. The crew discovered members had been maximum engaged in an instant after the robotic had spoken, however this went down if the space lasted longer than a minute.\\nLead writer Shomik Jain, advised Newsweek the kids changed into much less engaged because the month went on. \\n“Examples of child behavior during these disengaged periods included playing with toys, interacting with siblings, and even abruptly leaving the intervention setting.”\\n“This served as a motivation for our work, which created models that could be used for real-time recognition and response to disengagement in order to re-engage the child to continue with the educational and/or therapeutic activity,” he stated.\\nFrom left to proper, lead writer Shomik Jain with co-authors Kartik Mahajan and Zhonghao Shi, all scholars in Professor Maja Matarić’s interplay lab, with Kiwi the socially assistive robotic.\\nHaotian mai\\nAround one in 59 youngsters within the U.S. have autism, in keeping with the U.S. Centers for Disease Control and Prevention. People with the situation, often referred to as autism spectrum dysfunction (ASD), can to find it difficult to keep in touch and engage in the similar manner as neurotypical other folks. While therapists may give individualized products and services that assist to show such youngsters social talents, now not everybody can have the funds for this, the crew stated. As such, they sought after to discover the potential for plugging the space with robots.\\nCo-author Maja Matarić Maja J Matarić, outstanding professor of pc science, neuroscience, and pediatrics on the University of Southern California advised Newsweek:\\n“We and other researchers have been actively exploring SAR [socially assistive robotics] for children with ASD, because SAR has great potential in supporting the learning of children with ASD. Since we were one of the very few labs that has worked in SAR from its inception, we used our experience over the past 15 years to develop the robot that would meet the needs and interests of children with ASD while being safe and non-threatening.”\\nJain stated: “Currently, robots are restricted of their skill to autonomously acknowledge and reply to human conduct, particularly in ordinary customers and real-world settings akin to houses and colleges. Engaging customers is a key HRI [human-robot interaction] capacity in the past unexplored within the context of long-term, in-home SAR interventions for youngsters with ASD.\\n“Therefore this learn about is the primary to use mechanical device studying modeling to long-term in-home knowledge with youngsters with ASD. “\\nAsked why the kids’s engagement and studying stepped forward after interacting with the robotic, Matarić stated: “The objective of a socially assistive robotic, usually, is to serve within the function of a motivating and supportive spouse. In the particular context of this learn about, the robotic served to inspire the kids to do the maths workouts, and to make stronger them as they had been succeeding or failing throughout the ones workouts.”\\nHowever, youngsters with autism do not want robots to harvest the advantages noticed within the learn about, Matarić stated.\\n“The maximum healing results come from being concerned human interactions,” Matarić explained. “Parents, siblings, caregivers and buddies can successfully inspire and make stronger studying and remedy of kids with ASD by way of paying cautious consideration to what youngsters to find rewarding and encouraging, and specializing in the ones interactions, shaping towards the kid’s particular wishes.”\\nShare This To World:TweetWhatsApp \\n\\n← Vogue fashion, 21, whose mysterious half-naked 4am balcony fall shattered bones all over her body finally takes first step\\nExclusive: Levi’s introduces paid family leave for workers →\\n\\n\\nYou May Also Like\\n \\nLast Minute New Orleans Hotel and Flight Package Offers\\n\\n\\n February 21, 2020February 21, 2020\\nadmin\\n0\\n\\n \\nAccused Marie Yovanovitch ‘Stalker’ Robert Hyde Now Supplying Documents to Congress\\n\\n\\n February 12, 2020February 12, 2020\\nadmin\\n0\\n\\n \\nWho Won the Tenth Democratic Debate in South Carolina? Analysis of the Winners, Losers and Highlights\\n\\n\\n February 26, 2020February 26, 2020\\nadmin\\n0\\n\\nLeave a Reply Cancel replyYour email address will not be published. Required fields are marked *Comment Name * \\nEmail * \\nWebsite \\n Save my name, email, and website in this browser for the next time I comment.\\n \\n\\n \\n Trending News \\n\\nMansplaining in conferences: How can we get him to forestall?\\nFebruary 27, 2020\\n\\n\\nDrax power station to cease burning coal in March 2021\\nFebruary 27, 2020\\n\\n\\nCoronavirus Could Explode in the U.S. Overnight Like it Did in Italy\\nFebruary 27, 2020\\n\\n\\nCoronavirus: Dettol sales surge as markets fall again\\nFebruary 27, 2020\\n\\n\\nLevi Strauss marks the next phase in corporate paid leave policies\\nFebruary 27, 2020\\n\\n\\n Technology  \\n \\nHealthcare News Technology  \\nCell Counting Market Research Report: Latest Industry Status and Future Growth Outlook 2020 to 2027\\n\\n\\n February 12, 2020 Alex Jones\\n0\\n\\n\\nAuthor Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall?\\nShare This To World:TweetWhatsApp \\n\\n\\n  \\n \\nBusiness News Services Technology  \\nNew Comprehensive Report on Ayurvedic Preparations Market is Thriving Worldwide with Prominent Players Dabur, Emami Group, Himalaya Drug, Maharishi Ayurveda, Baidyanalh\\n\\n\\n February 5, 2020 Alex Jones\\n0\\n\\n \\nBusiness News Services Technology  \\nNew Study Examines Global Water Treatment Services for the Downstream Oil and Gas Market Outlook 2019-2026: Top Key Players- SUEZ, The Dow Chemical, Veolia, Aquatech International\\n\\n\\n February 5, 2020 Alex Jones\\n0\\n\\n \\nBusiness Services Technology  \\nMassive Growth of Arborist Software Market By Top Key Players Forest Metrix, Plan-It Geo, Arb Pro Software, CAD International (ArborCAD)\\n\\n\\n February 5, 2020 Alex Jones\\n0\\n \\n Recent News  \\n \\nBusiness  \\nMansplaining in conferences: How can we get him to forestall?\\n\\n\\n February 27, 2020February 27, 2020 admin\\n0\\n\\n\\nAuthor Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall?\\nShare This To World:TweetWhatsApp \\n\\n\\n  \\n\\nNews  \\nDrax power station to cease burning coal in March 2021\\n\\n\\n February 27, 2020February 27, 2020 Allen Becker\\n0\\n\\n \\nWorld  \\nCoronavirus Could Explode in the U.S. Overnight Like it Did in Italy\\n\\n\\n February 27, 2020February 27, 2020 admin\\n0\\nNews  \\nCoronavirus: Dettol sales surge as markets fall again\\n\\n\\n February 27, 2020February 27, 2020 Allen Becker\\n0\\n\\n \\nBusiness  \\nLevi Strauss marks the next phase in corporate paid leave policies\\n\\n\\n February 27, 2020February 27, 2020 admin\\n0\\n \\n \\nAbout Us News Parliament is an online news company focused on covering the most important business and finance news in US and World Market. We have assembled a team of passionate, seasoned investment professionals to pick apart the market’s biggest headlines on a daily basis.\\nSubscription Email: pr@digitalnewsdesk.com\\n \\n\\n \\nWho We Are \\nAbout Us\\nDisclaimer\\nPrivacy Policy\\nContact Us\\n\\n \\n\\nNews Sections \\nBusiness\\n\\nEntertainment\\n\\nHealthcare\\n\\nNews\\n\\nServices\\n\\nTechnology\\n\\nUncategorized\\n\\nWorld\\n\\n\\n \\n \\n© 2019 - News Parliament.  All Rights Reserved. \\n \\n   \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 \\n\\nForget ML, AI and Industry 4.0 – obsolescence should be your focus - 26 February 2021 - Test & Rework Solutions - Dataweek\\nHome\\nAbout us\\nBack issues / E-book / PDF\\nEMP Handbook\\nSubscribe\\nAdvertise\\n\\nCategories\\n\\n▸ Editor's Choice\\n▸ Multimedia, Videos\\n▸ Analogue, Mixed Signal, LSI\\n▸ Circuit & System Protection\\n▸ Computer/Embedded Technology\\n▸ Design Automation\\n▸ DSP, Micros & Memory\\n▸ Electronics Technology\\n▸ Enclosures, Racks, Cabinets & Panel Products\\n▸ Events\\n▸ Interconnection\\n▸ Manufacturing / Production Technology, Hardware & Services\\n▸ News\\n▸ Opto-Electronics\\n▸ Passive Components\\n▸ Power Electronics / Power Management\\n▸ Programmable Logic\\n▸ Smart Home Automation\\n▸ Switches, Relays & Keypads\\n▸ Telecoms, Datacoms, Wireless, IoT\\n▸ Test & Measurement\\n \\n\\nCategories\\n\\nEditor's Choice\\n\\n\\nMultimedia, Videos\\n\\n\\nAnalogue, Mixed Signal, LSI\\n\\n\\nCircuit & System Protection\\n\\n\\nComputer/Embedded Technology\\n\\n\\nDesign Automation\\n\\n\\nDSP, Micros & Memory\\n\\n\\nElectronics Technology\\n\\n\\nEnclosures, Racks, Cabinets & Panel Products\\n\\n\\nEvents\\n\\n\\nInterconnection\\n\\n\\nManufacturing / Production Technology, Hardware & Services\\n\\n\\nNews\\n\\n\\nOpto-Electronics\\n\\n\\nPassive Components\\n\\n\\nPower Electronics / Power Management\\n\\n\\nProgrammable Logic\\n\\n\\nSmart Home Automation  \\n\\n\\nSwitches, Relays & Keypads\\n\\n\\nTelecoms, Datacoms, Wireless, IoT\\n\\n\\nTest & Measurement\\nManufacturing / Production Technology, Hardware & Services\\n\\nProduction/manufacturing equipment suppliers & service providers  \\n\\n printer friendly version\\nForget ML, AI and Industry 4.0 – obsolescence should be your focus\\n26 February 2021\\nManufacturing / Production Technology, Hardware & Services\\nBy Willian Santos, international sales manager at ABI Electronics.\\n\\nThe world entered a new era of accelerated transformation in the last eighteen months that will continue to evolve and press forward for years to come. Most businesses are playing catch-up trying to make sense of a new timeline where the ten years that had been set aside for careful planning and implementation of what was coming up next no longer exists. The next is happening now and, regardless of your industry or seniority, the status quo has shifted and you better face it. Back in 2019, I was invited to attend a pompous meeting in London at the Brazilian Embassy along with selected leading names from the oil and energy industry, to get an update on what was going to happen in the following decade. I could soon spot all the buzzwords coming up on PowerPoint slides from the different companies presenting: decommissioning, decarbonisation, zero emissions, transition to green energy. Throughout the morning and most of the afternoon, we heard that most of these changes would kick in between 2030-35. And I recall a Shell executive pointing out that the business had explicitly concluded that the current income streams were needed to provide the capital required for the transition to take place in due course.Whomever you talk to in the energy industry in 2021 would tell you to forget about that timeline. Change has come and the transition is happening much faster than anticipated, with big businesses scrambling to find the capital to fund all that is required. I could go on all day talking about how the pandemic and the impact it had on market demand and consumer behaviour messed up the timeline of transport, automotive, defence, manufacturing and so on. For instance, carrier planes that were due to be retired in 2017 are now required to remain in service at least until 2029. Projects in wind power involving upgrades of wind farms have been scrapped and new installations have drawn huge competition from up and coming brands with operators tending to favour smaller turbines – for being efficient and cheaper to run – and choosing to buy from multiple suppliers instead of just one company. Machine learning (ML), AI and Industry 4.0 knock at the door. Still, the biggest change yet to be fully appreciated by business leaders is how electronics effectively became the brain of every industrial asset and all infrastructure equipment in operation in recent years, and therefore what is required to deal with breakdowns and obsolescence. For instance, I lost count of the many rail connections that I have working in operations and maintenance who struggle with their CME – chief mechanical engineer – who, like the role suggests, is usually a mechanically-biased individual who may have a less than ideal approach when it comes to the handling of electronic failures. And you guessed right: less ideal means neither green nor cheap solutions, as illustrated in this video: www.dataweek.co.za/*mar21-abi Many decision-makers only realise the problem at hand and regret not following the tag #RepairDontWaste on LinkedIn in times like this, resulting in comments like, \"We did not anticipate that the equipment would become obsolete so quickly!\" or, \"Spare circuit boards started to take weeks then months to arrive. Then we were told that they would no longer be supplied. We were quoted seven-figure prices to upgrade our assembly line.\"By deferring the responsibility to the original equipment supplier and other third parties, you are bound to be caught off guard soon or later. And the risk exposure from insisting on this strategy is about to get exponentially higher; there is a widespread component shortage increasing lead times, and technology providers are dropping support for many products in order to remain viable.Last month, a wind turbine multinational in the US had to ship a bunch of expensive controller cards used in inverters and speed governing systems to its workshop in Brazil for repair as new replacement cards are not due back in stock for another six months. Good job that the local team had an electronic diagnostic equipment BoardMaster from ABI in the shop, ready to help the technicians locate the fault and repair the cards, which happened in record time.Poor decision-making when it comes to setting maintenance and repair strategies are often linked to ‘fake news’ and myths such as:• A repaired electronic card (PCB/PCBA) will never be as good as a new one.• The manufacturer told us that special software was required to troubleshoot the card.• Troubleshooting down to the component level is impossible or would take too long.• Dedicated test and repair equipment is prohibitively expensive.The mentality here needs to change, and fast. The longer you take to embrace the new strategies for in-house fault analysis, maintenance, and obsolescence planning of your key electronic circuits and assets, the more expensive it will get to keep them going. Hundreds of leading organisations have found in recent years that the belief in these myths was hindering their results and compromising the operation – from GE Renewable to Collins Aerospace, where the latter reduced troubleshooting times on avionics circuit cards from 50 hours to 10 minutes. Then there is Lego in Mexico, where controller cards from 600+ plastic moulding machines worth tens of thousands of dollars each have been mapped and are now repaired in-house. In the US, an army engineer saved a mobile shelter unit worth 10 million dollars from being decommissioned by repairing its HVAC circuit board that was deemed ‘irreparable’ by the OEM. In the rail arena, companies like Alstom, CAF, Bombardier and operators like Irish Rail, SFMTA, TCDD and so many others have discovered the benefits of investing in the right tool and skill development programme to shield the business against parts shortages and accelerated obsolescence. Some of their stories, and the technology that is driving several top-shelf global sustainability projects, were the subject of a YouTube series called ABI Labs. The series gives an in-depth review of the key tests and techniques available in the British-made BoardMaster hardware and software platform from ABI Electronics to handle predictive as well as corrective maintenance of critical electronics without wasting time or money. The ABI BoardMaster 19-inch rack universal diagnostic system is a uniquely versatile, self-contained and easy-to-use test system. It offers the most comprehensive set of test instruments for fault-finding on almost any kind of PCB. As the product of choice for companies operating in rail transport, aerospace, military, automotive, telecoms and a range of other industrial sectors, the BoardMaster is ABI Electronics’ top of the range solution that saves customers time and money, and increases asset availability and reliability. With the full range of instruments and a variety of test methods guaranteeing the best possible fault coverage, the BoardMaster 19-inch rack provides the ultimate in diagnostic tools.The BoardMaster 19-inch rack comes complete with ABI's multi-licence and user-friendly SYSTEM 8 Ultimate Software preinstalled. Customers are guaranteed to receive free software updates for life and will not be charged for additional seats or maintenance fees. The powerful yet easy-to-use software includes user access management, ABI's exclusive TestFlow Manager, as well as a wealth of customisation options.\\n\\nCredit(s)\\nTest & Rework Solutions\\nTel:\\n+27 11 704 6677\\n\\n\\nEmail: \\nsales@testandrework.co.za\\n\\n\\nwww:\\nwww.testandrework.co.za\\n\\n\\nArticles:\\nMore information and articles about Test & Rework Solutions\\nShare this article:\\nFurther reading:\\nSuccessful solder processing of high-density connector arrays \\n26 February 2021, Spectrum Concepts\\n, Manufacturing / Production Technology, Hardware & Services\\nProcessing a component onto a printed circuit board (PCB) used to be fairly straightforward. Through-hole products, or a single- or double-row surface mount component with a larger centreline, rarely ...\\nRead more...\\n\\nWater-based cleaners for electronic assemblies\\n26 February 2021, Vepac Electronics\\n, Manufacturing / Production Technology, Hardware & Services\\nThe purpose of cleaning, specifically within the rapidly expanding electronics industry, is essentially to improve product lifetime by ensuring good surface resistance and by preventing current leakage ...\\nRead more...\\n\\nPathfindr device helps people maintain safe social distancing\\n26 February 2021, RS Components (SA)\\n, Manufacturing / Production Technology, Hardware & Services\\nThe Safe Distancing Assistant from Pathfindr is a new addition to RS Components’ supplier portfolio specialising in asset intelligence using connectivity-enabled location tracking. \\r\\n\\r\\nDesigned for use ...\\nRead more...\\n\\nIndium features low-temp alloy at productronica China\\n26 February 2021, Techmet \\n, Manufacturing / Production Technology, Hardware & Services\\nIndium featured its award-winning Durafuse LT – a novel, low-temperature alloy system designed to provide high reliability in low-temperature applications – during productronica China, which was held ...\\nRead more...\\n\\nAssistance system supports efficient conductor processing\\n26 February 2021, Phoenix Contact\\n, Manufacturing / Production Technology, Hardware & Services\\nIn industrial control cabinet manufacturing, processes still feature multiple manual steps. Phoenix Contact offers a solution in the form of the ClipX WIRE assistance system from the ClipX product family, ...\\nRead more...\\n\\nBattery operated UV-C surface disinfector\\n26 February 2021, Electronic Industry Supplies\\n, Manufacturing / Production Technology, Hardware & Services\\nTouted by its maker, Heraeus, as the only battery operated UV-C surface disinfector in the world, the Soluva Zone H promises chemical-free, dry, contactless, fast, and absolutely reliable destruction ...\\nRead more...\\n\\nPCB laser marking and FPC laser cutting machines\\n25 November 2020, Zetech\\n, Manufacturing / Production Technology, Hardware & Services\\nPCB laser marking and FPC laser cutting machines from HGTech can be integrated with SMT inline operation. The laser marking machine is designed for barcode marking, 2D codes and characters, graphics and ...\\nRead more...\\n\\nHigh conductor pull-out values with square crimping shape\\n25 November 2020, Phoenix Contact\\n, Manufacturing / Production Technology, Hardware & Services\\nThe Crimpfox Vario 4S crimping tool from Phoenix Contact ensures reliable processing of insulated, uninsulated, and TWIN ferrules.The integrated pressure lock guarantees a complete and process-reliable ...\\nRead more...\\n\\nDirectory of Suppliers 2021 \\nEMP 2021 Electronics Manufacturing & Production Handbook\\n, Manufacturing / Production Technology, Hardware & Services\\nContact details and core business offering of prominent and trusted companies involved in, and supplying to, the local electronics manufacturing industry.\\nRead more...\\n\\nThe same old new normal\\nEMP 2021 Electronics Manufacturing & Production Handbook, Barracuda Holdings, Jemstech, Production Logix\\n, Manufacturing / Production Technology, Hardware & Services\\nTo find out how local contract electronics manufacturers have coped with the financial and operational fallout from the pandemic, Dataweek conducted a Q&A with three of them.\\nRead more...\\n\\n \\n\\n \\n \\n\\nTechnews Publishing (Pty) Ltd\\n1st Floor, Stabilitas House\\n265 Kent Ave, Randburg, 2194\\nSouth Africa\\nPublications by Technews\\n»  Dataweek Electronics & Communications Technology\\n»  Electronics Buyers' Guide (EBG)\\n»  Hi-Tech Security Solutions\\n»  Hi-Tech Security Business Directory\\n»  Motion Control in Southern Africa\\n»  Motion Control Buyers' Guide (MCBG)\\n»  South African Instrumentation & Control\\n»  South African Instrumentation & Control Buyers' Guide (IBG)\\n© Technews Publishing (Pty) Ltd | All Rights Reserved\\n   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \\n\\nStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered – Consumer Electronics Net\\n \\nSkip to content\\n\\nConsumer Electronics Net\\n\\nPrimary Menu\\n\\nConsumer Electronics Net\\n\\nSearch for:\\n \\nHomeNewsStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered \\n \\n                                 News\\n                             \\n \\nStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered\\n                    7 hours ago            \\n \\n\\nArtificial Intelligence Now Powers the Majority of Smartphones\\n\\nBOSTON–(BUSINESS WIRE)–Strategy Analytics in a newly published report, Smartphones: Global Artificial Intelligence Technologies Forecast to 2025, finds that on-device Artificial Intelligence (AI) is being rapidly implemented by smartphone vendors. AI is used in various functions inside smartphones such as intelligent power optimization, imaging, virtual assistants, and to enhance device performance. The report highlights the fact that AI has become the most important technology in modern smartphones. The push to add on-device AI computational power to enable Edge AI computing is a priority for smartphone and chipset vendors. \\n“Strategy Analytics estimates that 71% of all smartphones sold worldwide in 2021 will have on-device AI,” says Associate Director Ville-Petteri Ukonaho. “Advantages of on-device AI computing include lower latency, better data privacy and overall lower power consumption.”\\n\\n\\nAn Artificial Intelligence (AI) smartphone is one that uses an AI core / processor designed to run machine learning and deep learning tasks. AI smartphones run AI tasks locally on the device with the help of dedicated AI cores and AI co-processors with little or no data transmitted to the cloud. Examples of AI smartphones include Apple’s iPhone 12 Pro Max and Samsung’s Galaxy S21 Ultra 5G.\\n\\n\\n“Artificial Intelligence has become a key technology in higher-end smartphones,” says Ken Hyers, Director at Strategy Analytics. “A smartphone equipped with on-device AI can significantly improve important tasks like helping users take better pictures, deliver longer battery life through efficient power management, improve the speed of response by digital assistants, and power Augmented Reality, among other tasks. This makes smartphones more useful tools for users.”\\n\\n\\n“Modern smartphones give consumers access to their own personal AI powered super-computer,” says Ville-Petteri Ukonaho. “With the help of on-device Artificial Intelligence, virtual assistants like Siri and Google’s Assistant have become more intelligent and aware of their environment.” Strategy Analytics new report estimates that in 2021 over 80% of smartphones globally will have virtual assistants and the share will grow to 97% by 2025.\\n\\n\\n“With the enhanced AI capabilities on-device, virtual assistants have become more intelligent and aware of their environment,” comments Ken Hyers. Strategy Analytics’ report finds that Google’s Assistant is the top virtual assistant in 2021 with over 60% share followed by Apple’s Siri.\\n\\n\\nOn-device AI is powered by physical silicon cores such as Apple’s Neural Engine or distributed software frameworks such as Qualcomm Neural Processing Engine (NPE) that use algorithms to offload AI computation to several processors (CPU, GPU and DSP). “Physical AI cores have greater capability to handle complex AI computations, thus those are being introduced by all major chip vendors such as Mediatek, Samsung and HiSilicon,” says Ville-Petteri Ukonaho.\\n\\n\\n“Camera AI has become one of the key selling points of imaging focused smartphones,” says Ken Hyers and continues, “Artificial Intelligence features such as object recognition or motion detection are becoming growingly important in premium smartphones.” In the report Strategy Analytics concludes that over 30% of smartphones already have AI enhanced camera functionalities.\\n\\nStrategy Analytics finds in its latest report that technologies such as 5G will greatly benefit from the new capabilities improved by AI and vice versa. With the help of 5G and AI, smartphones have become integral part of a large device ecosystem enabling them to share data and communicate with each other.\\n\\n\\nThe report Smartphones: Global Artificial Intelligence Technologies Forecast to 2025 is available to Strategy Analytics clients.\\n\\n\\nAbout Strategy Analytics\\n\\n\\nStrategy Analytics, Inc. is a global leader in supporting companies across their planning lifecycle through a range of customized market research solutions. Our multi-discipline capabilities include: industry research advisory services, customer insights, user experience design and innovation expertise, mobile consumer on-device tracking and business-to-business consulting competencies. With domain expertise in: smart devices, connected cars, intelligent home, service providers, IoT, strategic components and media, Strategy Analytics can develop a solution to meet your specific planning need. For more information, visit us at www.strategyanalytics.com.\\n\\n\\nSource: Strategy Analytics, Inc.\\n\\n\\n#SA_Devices\\n\\n\\nContacts \\n\\nAnalyst Contacts:European Contact: Ville-Petteri Ukonaho, +44 (0)1908 423 634, vukonaho@strategyanalytics.comUSA Contact: Ken Hyers, +1 617 614 0757, khyers@strategyanalytics.comAsia Contact: Woody Oh, +44 (0) 1908 423 665, woh@strategyanalytics.com\\n\\nContinue Reading\\nPrevious Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m DealNext ContentKeeper Wins Awards of Excellence for Best Remote & Blended Learning Tools\\n \\n\\n                    \\n                    More Stories                \\n \\n                                 News\\n                             \\n \\n\\n                                        ContentKeeper Wins Awards of Excellence for Best Remote & Blended Learning Tools                                    \\n                    46 mins ago            \\n \\n                                 Gaming\\n                             \\n\\n \\n                                 News\\n                             \\n \\n\\n                                        Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m Deal                                    \\n                    12 hours ago            \\n \\n                                 News\\n                             \\n \\n\\n                                        AWS Announces New Lower Cost Storage Classes for Amazon Elastic File System                                    \\n                    12 hours ago            \\nSearch for:\\n\\nCategoriesCategories\\nSelect Category\\n360\\n3D printing\\n5G\\nAccessories\\nAnalytics\\nApps\\nArt\\nArticle\\narticles\\nAudio\\nAutism\\nAuto\\nAutomotive\\nAutonomous Driving\\nAutonomous Vehicles\\nBlu-Ray\\nBLUE LIGHT\\nBook\\nBroadband\\nBusiness\\nCamera\\nCar Tech\\nCareer\\nCES\\nCES Asia\\nCharging\\nChildren\\nComic\\nConsoles\\nConsumer Electronics\\nContracts\\nCounterfeit Goods\\nCovid\\nCybersecurity\\nDashCam\\nData Recovery\\nDrones\\nDVD\\nEarbuds\\neCommerce\\nEducation\\nElectric Vehicles\\nEnergy\\nEngineering\\nFamily\\nFeature\\nFinance\\nGadgets\\nGaming\\nGraphic Novel\\nHDTV\\nHealth\\nHome Tech\\nInternet\\nInvestment\\nIoT\\niPhone\\nIQS\\nLead Story\\nLearning\\nMac\\nManufacturing\\nMarketing\\nMilitary\\nMovie\\nNBN\\nNews\\nPhishing\\nPrivacy\\nProductivity\\nRaid\\nResume\\nRetail\\nReview\\nRobotics\\nSales\\nSecurity\\nSmart Devices\\nSmart Homes\\nSocial Media\\nSSD\\nStorage\\nStreaming\\nTablet\\nTariffs\\nTechnology\\nTelework\\nUniform\\nUSB\\nVideo Games\\nVideo Surveillance\\nVR/AR\\nWearables\\nWeb Design\\nWireless Charger\\nVideo News\\n\\n \\nPartner SitesIT Business Nethttp://www.ITBusinessNet.com\\nDigital Producer Magazinehttp://www.DigitalProducer.com\\nDigital Media Net Media Hubhttp://www.DigitalMediaNet.com\\nConsumer Electronics Nethttp://www.ConsumerElectronicsNet.com\\nHealth Technology Nethttp://www.HealthTechnologyNet.com\\n\\n                            \\n                            You may have missed                            \\n \\n                                 News\\n                             \\n \\n\\n                                ContentKeeper Wins Awards of Excellence for Best Remote & Blended Learning Tools                            \\n                    46 mins ago            \\n \\n                                 News\\n                             \\n \\n\\n                                Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                            \\n                    7 hours ago            \\n \\n                                 Consumer Electronics\\n                             \\n \\n\\n                                CORRECTING and REPLACING Drop Into Apex Legends on Nintendo Switch Today                            \\n                    12 hours ago            \\n \\n                                 Consumer Electronics\\n                             \\n \\n\\n                                Roblox to Commence Trading on NYSE on March 10, 2021                            \\n                    12 hours ago            \\n \\n                                 Consumer Electronics\\n                             \\n \\n\\n                                Penn National Gaming to Launch Barstool Sportsbook Mobile App in Illinois                            \\n                    12 hours ago            \\n \\n \\n\\n                                                                Copyright © Consumer Electronics Net - All rights reserved.                                                                                     | \\nCoverNews by AF themes.                                    \\n\\nerror: Content is protected !!\\n\\n   \n",
       "4  \\n\\nOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application | | IT Business Net\\n \\nSkip to content\\n\\nIT Business Net\\n\\nNews for IT Professionals\\nPrimary Menu\\n\\nIT Business Net\\nAbout IT Business Net\\n\\nSearch for:\\n \\nHome2020OctoberOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application \\n \\n                                 News\\n                             \\n \\nOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application\\n\\n \\n\\nTOKYO, Oct 20, 2020 – (ACN Newswire) –  Olympus Corporation took part in a ground-breaking project as a business promoter, in cooperation with the Ministry of Internal Affairs and Communications (MIC), entitled, “Survey Study for International Expansion of AI Diagnosis Support System Using Ultra-High Magnifying Endoscopes in India.” The project aims to develop advanced endoscopy diagnostics in India, where there are relatively few endoscopists.\\nIn collaboration with CYBERNET SYSTEMS CO,. LTD., Olympus has established an AI diagnostic support system at a major medical institution, the Asian Institute of Gastroenterology (AIG) based in Hyderabad, India. Specialist lecturers and physicians from Showa University Northern Yokohama Hospital provided expert guidance to AIG doctors. In addition to training AIG doctors in techniques for detecting diseases and differential diagnosis by colonoscope, they also trained the doctors on how to instruct the next generation of endoscopists.\\nThe project started on October 12. At the kick-off meeting, Satoshi Hemmi, Deputy Director-General of the Information and Communications Bureau, the Ministry of Internal Affairs and Communications commented, “We hope to contribute to the spread of AI endoscopy systems and the development of medical care in India through training future leaders in AI endoscopy systems in India. We also hope that the cooperation between India and Japan in the field of healthcare ICT will continue to develop.”\\nIn addition to the ultra-magnifying scope Endocyto(*1) released last year, Olympus will release endoscopic diagnostic support software equipped with AI in India from December. The endoscopic diagnostic support software EndoBRAIN(*2) and EndoBRAIN-EYE(*3) will be utilized for physician training in India. Olympus intends to assist in the development of physicians and promote the use of endoscopic diagnostics.\\n(*1) An endoscope that enables observation at the cellular level in real time with up to 520 times optical magnification.(*2) AI real-time in-vivo analysis of colon lesions taken with ultra-high magnifying endoscopes, numerically indicating the possibility of neoplastic and non-neoplastic polyps to assist physicians in the differentiation and detection of polyps through figures.(*3) AI endoscopic diagnostic imaging support software that assists physicians in diagnosing lesions by alerting if a polyp or other lesion is detected using regular colonoscope images. \\nBackground of Olympus’ Participation\\nIn India, the rate of cancer morbidity is expected to increase as the economy grows. On the other hand, there is a severe shortage of doctors who can conduct precision diagnostics with endoscopes, which are essential for early detection and treatment of cancer. Olympus participated in this project to support trained AIG specialists to train doctors in India and neighboring countries and to contribute to the popularization and development of endoscope diagnostics using the latest AI technology.\\nMinistry of Internal Affairs and Communications Project\\n– Purpose:The MIC aims to realize the sustainable development goal and SDG pledges to ensure “no one will be left behind.” To this end, the MIC aims to realize a model that contributes to SDG through digitization and to disseminate and promote an SDG + ICT model domestically and overseas between both public and private sectors. This project aims to contribute to the introduction and dissemination of Japan’s endoscopic AI diagnostic support system to India and neighboring countries in response to the social issue of increasing cancer prevalence in India.\\n– Projects:1) Survey on the Current Status of Policies in the Medical Health Sector in India and the Current Status of the Introduction of Medical ICT in India:Collecting information from major medical institutions and external research institutions and investigating the spread of medical systems, including endoscopic systems.\\n2) Verification through proof-of-concept tests in India:Physicians from the Showa University Northern Yokohama Hospital will train AIG physicians, from the detection of disease utilizing a colonoscope to discriminatory diagnosis, and train them as lecturers to train instructors. MIC provided equipment and training courses.\\nFor questions or additional information, please contact:Yuka Horimoto+81-90-2490-1071[email protected]\\n Copyright 2020 ACN Newswire. All rights reserved. www.acnnewswire.com\\nContinue Reading\\nPrevious Sweetwater Royalties Completes Land Grant AcquisitionNext T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes\\n \\n \\n                    More Stories                \\n \\n                                 News\\n                             \\n \\n\\n\\n                                        The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        The Executive Centre launches the “Welcome Back to The Office” campaign                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                    \\n\\n \\n                                 News\\n                             \\n \\n\\n\\n                                        T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                    \\n\\nCategoriesCategories\\nSelect Category\\n3D  (2)\\n3D Camera  (1)\\n3D Printing  (10)\\n4G  (1)\\n5G  (10)\\nAccounting  (1)\\nAdditive Manufacturing  (3)\\nAdvertising  (4)\\nAerospace  (1)\\nAftermarket Parts  (1)\\nAgile  (2)\\nAgriculture  (1)\\nAI  (44)\\nAnalytics  (6)\\nAndroid  (1)\\nAnti-Virus  (1)\\nAntitrust  (1)\\nApplication Development  (3)\\nApps  (6)\\nAR  (9)\\nArchitectural  (2)\\nArtificial Intelligence  (5)\\nAugmented Intelligence  (1)\\nAugmented Reality  (4)\\nAuthentication  (1)\\nAutomation  (13)\\nAutomotive  (19)\\nAutonomous Vehicles  (5)\\nB2B  (2)\\nBanking  (2)\\nBatteries  (3)\\nBenefits  (1)\\nBig Data  (8)\\nBilling  (1)\\nBiometrics  (3)\\nBioPrinting  (1)\\nBitcoin  (6)\\nBlockchain  (4)\\nBot  (1)\\nBrand  (6)\\nBrand Marketer  (3)\\nBusiness  (64)\\nBusiness Intelligence  (7)\\nCAD  (2)\\nCall Center  (1)\\nCareer  (6)\\nCase Study  (2)\\nCellular  (1)\\nCIO  (1)\\nClimate Change  (1)\\nCloud Computing  (22)\\nCloud Security  (5)\\nCloud Storage  (2)\\nCoding  (6)\\nCollaboration  (1)\\nColocation  (3)\\nColors  (1)\\nCommunications  (6)\\nComputer Systems  (1)\\nConference  (1)\\nConnectivity  (2)\\nConstruction  (3)\\nConsumer Electronics  (1)\\nContact Center  (1)\\nContent  (1)\\nContracts  (1)\\nCoronavirus  (13)\\nCOVID-19  (17)\\nCredit  (1)\\nCRM  (3)\\nCRO  (1)\\nCryptocurrency  (6)\\nCurrency  (2)\\nCustomer Acquisition  (2)\\ncustomer identity management  (1)\\nCustomer Service  (6)\\nCustomers  (3)\\nCyber Security  (13)\\nCybercrime  (10)\\nCybersecurity  (32)\\nData Analysis  (5)\\nData Backup  (2)\\nData Center  (16)\\nData Integration  (2)\\nData Management  (6)\\nData Mining  (1)\\nData Recovery  (2)\\nData Security  (14)\\nData Warehouse  (1)\\nDebt  (1)\\nDiagnostics  (1)\\nDigital Identity  (1)\\nDigital Marketing  (2)\\nDigital Signage  (1)\\nDisaster Recovery  (1)\\nDisplay  (1)\\nDocumentation  (1)\\nDrones  (2)\\nDrug testing  (1)\\neCommerce  (3)\\nEdge Analytics  (1)\\nEdge Computing  (2)\\nEducation  (5)\\nEfficiency  (1)\\nElection Security  (1)\\nElectronic Payments  (1)\\nElectronic Signature  (1)\\nElectronics  (5)\\nEmail  (3)\\nEmployee benefits  (1)\\nEmployee Experience  (4)\\nEmployee Tracking  (1)\\nEnergy  (4)\\nEngineering  (1)\\nEnterprise  (6)\\nEnterprise Performance Management  (1)\\nEntrepreneur  (1)\\nEnvironment  (1)\\nExchange  (2)\\nExcubation  (1)\\nExhibition  (2)\\nExport  (1)\\nFacial Recognition  (1)\\nFarm Tech  (1)\\nFeature  (258)\\nFelixprinters  (1)\\nFinance  (3)\\nFinTech  (4)\\nFirewall  (1)\\nFirmware  (1)\\nFleet Management  (1)\\nFood  (1)\\nForex  (1)\\nFranchise  (1)\\nFraud  (3)\\nGaming  (3)\\nGDPR  (3)\\nGene Sequencing  (1)\\nGovernment  (1)\\nGPS  (1)\\nHacking  (2)\\nHardware  (2)\\nHealth Tech  (15)\\nHealthcare  (2)\\nHospitality  (1)\\nHR  (13)\\nIdentity Theft  (1)\\nIIoT  (4)\\nImage Recognition  (2)\\nImports  (3)\\nIndustrial  (10)\\nIndustry 4.0  (2)\\nInfrastructure  (3)\\nInitial Coin Offering  (1)\\nInnovation  (2)\\nInspection  (1)\\nInsurance  (3)\\nInterface  (1)\\nInternational  (3)\\nInternet  (4)\\nInterview  (2)\\nInvestment  (7)\\nInvoicing  (1)\\nIO  (1)\\nIoT  (18)\\nIQS  (9)\\nIT  (14)\\nJob Search  (2)\\nKVM Switch  (1)\\nLaptop  (2)\\nLaser  (2)\\nLaw  (4)\\nLead Story  (234)\\nLeadership  (1)\\nLED  (2)\\nLegal  (1)\\nLegal Cannabis  (1)\\nLinux  (1)\\nLiquidation  (1)\\nLive Video  (1)\\nLocation  (1)\\nLogistics  (2)\\nLow-Code  (1)\\nM&A  (1)\\nMac  (1)\\nMachine Learning  (8)\\nMachine Reasoning  (2)\\nMachine Vision  (1)\\nMaintenance  (1)\\nMalware  (1)\\nManaged Services  (1)\\nManagement  (11)\\nManufacturing  (51)\\nMarketing  (23)\\nMBA  (1)\\nMedia  (1)\\nMedical Technology  (3)\\nMemory  (1)\\nMental Health  (3)\\nmerger  (1)\\nMessaging  (1)\\nMicrogrid  (1)\\nMilitary  (1)\\nMining  (1)\\nMobile  (5)\\nMore News  (7,690)\\nNanotechnology  (1)\\nNAS  (2)\\nNetwork TAPs  (1)\\nNetworking  (8)\\nNetworks  (6)\\nNews  (50,756)\\nNGFW  (1)\\nOEM  (1)\\nOffice  (3)\\nOffline  (1)\\nOffshore Business  (1)\\nOnline  (4)\\nOpinion  (1)\\nOptical  (2)\\nOS  (1)\\nOutsourcing  (2)\\nPackaging  (1)\\nPasswords  (1)\\nPattern Recognition  (1)\\nPayment Processing  (1)\\nPersonnel  (2)\\nPharmaceutical  (2)\\nPredictive Behavior  (1)\\nPredictive Maintenance  (1)\\nPresentation  (2)\\nPrint  (1)\\nPrivacy  (9)\\nProductivity  (2)\\nProgramming  (6)\\nProject Management  (1)\\nProject Profile  (1)\\nQuality Control  (1)\\nRemote Working  (8)\\nRepair  (1)\\nResearch  (5)\\nResilience Technologies  (1)\\nResume  (1)\\nRetail  (8)\\nReview  (2)\\nRFID  (1)\\nRobotics  (31)\\nRouter  (2)\\nSaaS  (1)\\nSales  (7)\\nScreen Time  (1)\\nSearch  (1)\\nSearch Trends  (1)\\nSecurity  (38)\\nSensors  (4)\\nSEO  (2)\\nServers  (3)\\nShopping  (1)\\nSignage  (2)\\nSmall Business  (4)\\nSmart Camera  (1)\\nSmart Cities  (1)\\nSmart Home  (3)\\nSmart Technology  (2)\\nSmartphone  (5)\\nSMB  (2)\\nSMBs  (1)\\nSME  (1)\\nSMS  (1)\\nSocial Media  (6)\\nSoftware  (9)\\nSoftware Development  (3)\\nSouth Korea  (1)\\nSQL  (1)\\nStaffing  (1)\\nStartup  (6)\\nStartups  (4)\\nStock Market  (2)\\nStocks  (1)\\nStorage  (7)\\nStreaming  (1)\\nSupply Chain  (4)\\nSupply Chain Management  (2)\\nSurveillance  (3)\\nTariffs  (4)\\nTax Credits  (1)\\nTechnology  (9)\\nTelecommuting  (2)\\nTouchscreen  (2)\\nTrade  (5)\\nTradeshow  (2)\\nTrading  (3)\\nTraining  (1)\\nTransformation  (10)\\nTransportation  (5)\\nTravel  (1)\\nTrends  (1)\\nUI  (1)\\nUniforms  (1)\\nVenture Capital  (1)\\nVideo  (4)\\nVideo Conferencing  (2)\\nVideo Security  (1)\\nVideo Wall  (1)\\nVirtual machine  (1)\\nVisualisation  (1)\\nVisualization  (1)\\nVM  (1)\\nVoice Assistant  (1)\\nVoice Search  (2)\\nVPN  (4)\\nVR  (6)\\nWaterproof  (1)\\nWearable Tech  (4)\\nWeb  (7)\\nWebsite  (1)\\nWhiteboard  (1)\\nWhitepaper  (1)\\nWiFi  (2)\\nWireless  (1)\\nWorkflow  (4)\\nWorkforce  (8)\\nWorkplace  (10)\\nSearch IBN\\n\\nSearch for:\\nTodays Business News\\n\\n\\nAAPL Chart by TradingView\\n \\n\\n\\n                            News                            \\n\\n \\n                                 News\\n                             \\n \\n                                                    The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                \\n \\n                                 News\\n                             \\n \\n                                                    The Executive Centre launches the “Welcome Back to The Office” campaign                                                \\n \\n                                 News\\n                             \\n \\n                                                    Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                \\n \\n                                 News\\n                             \\n \\n                                                    GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                \\n \\n                                 News\\n                             \\n \\n                                                    UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                \\n \\n                                 News\\n                             \\n \\n                                                    T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                                \\n \\n                                 News\\n                             \\n \\n                                                    Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application                                                \\n \\n                                 News\\n                             \\n \\n                                                    Sweetwater Royalties Completes Land Grant Acquisition                                                \\n \\n                                 News\\n                             \\n \\n                                                    KBRA Assigns Preliminary Ratings to GCI Funding I LLC, Series 2020-1                                                \\n \\n                                 News\\n                             \\n \\n                                                    KBRA Assigns Preliminary Ratings to Sequoia Mortgage Trust 2020-4 (SEMT 2020-4)                                                \\nPartner SitesIT Business Nethttp://www.ITBusinessNet.com\\nDigital Producer Magazinehttp://www.DigitalProducer.com\\nDigital Media Net Media Hubhttp://www.DigitalMediaNet.com\\nConsumer Electronics Nethttp://www.ConsumerElectronicsNet.com\\nBroadcast Newsroomhttp://www.BroadcastNewsroom.com\\nHealth Technology Nethttp://www.HealthTechnologyNet.com\\nByteSteam - Crypto & Blockchainhttp://www.ByteSteam.com\\nFree Digital Stock Photoshttp://www.DigitalStockResources.comContact\\n\\nAbout IT Business Net\\n                            You may have missed                            \\n \\n                                 News\\n                             \\n \\n\\n                                The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                The Executive Centre launches the “Welcome Back to The Office” campaign                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                            \\n\\n \\n                                 News\\n                             \\n \\n\\n                                UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                            \\n\\n \\n \\n \\n\\n                                                                Copyright © IT Business Net - All rights reserved.                                                                            \\n\\nerror: Content is protected !!\\n   \n",
       "\n",
       "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     cleaned_text  \n",
       "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Artificial intelligence improves parking efficiency in Chinese cities - People's Daily Online Home China Politics Foreign Affairs Opinions Video: We Are China Business Military World Society Culture Travel Science Sports Photo Languages Chinese Japanese French Spanish Russian Arabic Korean German Portuguese Thursday, March 18, 2021 Home>>   Artificial intelligence improves parking efficiency in Chinese cities By Liu Shiyao (People's Daily) 09:16, March 18, 2021 Photo taken on July 1, 2019, shows a sign for electronic toll collection (ETC) newly set up at a roadside parking space on Yangzhuang road, Shijingshan district, Beijing. Some urban areas of the city started to use ETC system for roadside parking spaces since July 1, 2019. (People’s Daily Online/Li Wenming)  Thanks to the application of an artificial intelligence (AI)-empowered roadside electronic toll collection (ETC) system, China’s capital city Beijing has seen significant improvement in the efficiency of parking fee collection, turnover of roadside parking spots, order in roadside parking, as well as traffic congestion.  As the city further deepens its roadside parking reform, the ETC system has almost covered all the roadside parking spaces in the city, with the proportion of vehicles parked on roads using the system exceeding 90 percent.  With the AI-empowered system, drivers can park their vehicles at the parking spots on the roadside, and then pay the parking charge via their mobile phones after they drive away.  “This road used to be full of cars, and even the normal lanes were occupied. You could hardly move a bit during the morning and evening commute time,” recalled a citizen surnamed Wang, who lives in Chaoyang district of Beijing.  “Since the summer of 2019, roadside ETC devices have been installed here. With all the cars being parked in designated parking spots on the roadside, the road now seems brighter and wider,” Wang said.  The smart roadside ETC system “AIpark Sky Eye” adopted by Beijing is developed, operated, and maintained by AIpark, a Beijing-based leading smart parking solution provider.  The company’s intelligent system has brought into full play the advantages of AI technologies and effectively addressed the shortage of parking spaces and the problem of irregular parking in cities. The system has therefore been listed among the country’s innovation projects that integrate AI deeply into the real economy in 2018 by China’s Ministry of Industry and Information Technology (MIIT).  Traditional parking management equipment and monitoring devices have failed to meet the actual needs of cities due to limited application scenarios and technical capacity. There are many deficiencies in traditional parking systems. For example, magnetic devices cannot identify detailed information about vehicles; each video monitoring pile can only cover one parking spot; and manual collection of parking fees costs too much.  Such problems don’t exist in smart machines. The “AIpark Sky Eye” system boasts strong stability and high recognition rate. Besides, it can resist the interference of extreme weather conditions like rain, snow, and fog, and form complete graphic evidence based on wheel path of vehicles.  Each set of cameras of the “AIpark Sky Eye” system can monitor multiple parking spots at the same time for 24 hours a day. The data collected by front-end cameras are processed using multi-dimensional deep learning algorithm before they are uploaded on to an AI computing cloud platform for data enrichment. The platform then distributes identification results to transport authorities.  The most distinctive innovation in the technological package of the system is precision brought about by high-mounted parking system cameras, according to Xiang Yanping, senior vice president of AIpark, noting that the cameras can recognize more complex static and dynamic reality scenes.  “For example, the equipment can accurately identify irregular parking behaviors and state such as double parking and frequent maneuvers, precisely recognize detailed information including plate number and vehicle color, and make good judgment on the behaviors of drivers and pedestrians,” Xiang said.  Once the high-mounted parking system cameras are installed, they can help with many aspects of integrated urban governance, which represents another advantage of the “AIpark Sky Eye” system.  Besides managing parking fee collection, high-mounted camera system can also provide data for traffic improvements. The snapshots obtained from the camera system can help solve problems including illegal and inappropriate parking and vehicle theft.  So far, the smart ETC system of AIpark has been introduced into more than 20 cities in China, signaling increasingly important roles of AI in improving parking efficiency and order as well as new development opportunities for smart parking industry. 【1】【2】【3】 Photos Naval fleet steams in East China Sea Newborn golden snub-nosed monkey makes debut In pics: birds across China Grain painting studio helps villagers to increase income Related Stories Exhibition highlighting art-science integration opens in BeijingChina’s AI industry poised to enter boom timesAlibaba outlines 10 technology trends for 2019China’s leading AI enterprise iFlytek to develop health information technologyCheetah Mobile wades into artificial intelligenceChina overtakes the US in investment in AI5 million artificial intelligence talents urgently needed in ChinaGraduate students give 'voice' to sign languageArtificial Intelligence in real livesMicrosoft embraces artificial intelligence About People's Daily Online |  Join Us | Contact Us Copyright © 2021 People's Daily Online. All Rights Reserved.     \n",
       "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    Children With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot – News Parliament   Skip to content  Thursday, February 27, 2020  Latest: Mansplaining in conferences: How can we get him to forestall? Drax power station to cease burning coal in March 2021 Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy Coronavirus: Dettol sales surge as markets fall again Levi Strauss marks the next phase in corporate paid leave policies News Parliament Get the Real Story   News Technology Services Healthcare World Business Entertainment   World      Children With Autism Saw Their Learning and Social Skills Boosted After Playing With This AI Robot      February 27, 2020February 27, 2020 admin   0 Comments  Author Recent Posts   admin  Latest posts by admin (see all)  Mansplaining in conferences: How can we get him to forestall? - February 27, 2020   Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy - February 27, 2020   Levi Strauss marks the next phase in corporate paid leave policies - February 27, 2020   Scientists who designed an artificially clever robotic that helped youngsters with autism spice up their studying and social talents hope such era may just in the future help others with the developmental dysfunction. The learn about noticed seven youngsters with gentle to average autism take domestic what’s referred to as a socially assistive robotic, named Kiwi, for a month. According to a commentary by way of the University of Southern California the place the crew is primarily based, the members from the Los Angeles house had been elderly between 3 and seven years previous, and performed space-themed video games with the robotic virtually day by day. As Kiwi was once fitted with machine-learning era, it was once in a position to offer distinctive comments and directions to the kids in accordance with their talents. For example, if the kid were given a query incorrect Kiwi would give activates to assist them resolve it, and tweak the trouble ranges to problem the kid correctly. The authors of the paper revealed within the magazine Science Robotics discovered all the youngsters noticed their reasoning talents support. Some 92 % had higher social talents after enjoying with Kiwi for a month, in keeping with the commentary. Cameras hooked as much as Kiwi enabled the crew to additionally observe how engaged the children had been with the robotic, in accordance with the place their eyes had been taking a look, the placement in their heads, their speech and how smartly they carried out on a role. The crew discovered engagement ranged from 48 to 84 % on reasonable a few of the members, and Kiwi was once in a position to stumble on a disengaged kid with 90 % accuracy. That was once in spite of possible distractions akin to domestic home equipment, in addition to buddies and circle of relatives. The crew discovered members had been maximum engaged in an instant after the robotic had spoken, however this went down if the space lasted longer than a minute. Lead writer Shomik Jain, advised Newsweek the kids changed into much less engaged because the month went on.  “Examples of child behavior during these disengaged periods included playing with toys, interacting with siblings, and even abruptly leaving the intervention setting.” “This served as a motivation for our work, which created models that could be used for real-time recognition and response to disengagement in order to re-engage the child to continue with the educational and/or therapeutic activity,” he stated. From left to proper, lead writer Shomik Jain with co-authors Kartik Mahajan and Zhonghao Shi, all scholars in Professor Maja Matarić’s interplay lab, with Kiwi the socially assistive robotic. Haotian mai Around one in 59 youngsters within the U.S. have autism, in keeping with the U.S. Centers for Disease Control and Prevention. People with the situation, often referred to as autism spectrum dysfunction (ASD), can to find it difficult to keep in touch and engage in the similar manner as neurotypical other folks. While therapists may give individualized products and services that assist to show such youngsters social talents, now not everybody can have the funds for this, the crew stated. As such, they sought after to discover the potential for plugging the space with robots. Co-author Maja Matarić Maja J Matarić, outstanding professor of pc science, neuroscience, and pediatrics on the University of Southern California advised Newsweek: “We and other researchers have been actively exploring SAR [socially assistive robotics] for children with ASD, because SAR has great potential in supporting the learning of children with ASD. Since we were one of the very few labs that has worked in SAR from its inception, we used our experience over the past 15 years to develop the robot that would meet the needs and interests of children with ASD while being safe and non-threatening.” Jain stated: “Currently, robots are restricted of their skill to autonomously acknowledge and reply to human conduct, particularly in ordinary customers and real-world settings akin to houses and colleges. Engaging customers is a key HRI [human-robot interaction] capacity in the past unexplored within the context of long-term, in-home SAR interventions for youngsters with ASD. “Therefore this learn about is the primary to use mechanical device studying modeling to long-term in-home knowledge with youngsters with ASD. “ Asked why the kids’s engagement and studying stepped forward after interacting with the robotic, Matarić stated: “The objective of a socially assistive robotic, usually, is to serve within the function of a motivating and supportive spouse. In the particular context of this learn about, the robotic served to inspire the kids to do the maths workouts, and to make stronger them as they had been succeeding or failing throughout the ones workouts.” However, youngsters with autism do not want robots to harvest the advantages noticed within the learn about, Matarić stated. “The maximum healing results come from being concerned human interactions,” Matarić explained. “Parents, siblings, caregivers and buddies can successfully inspire and make stronger studying and remedy of kids with ASD by way of paying cautious consideration to what youngsters to find rewarding and encouraging, and specializing in the ones interactions, shaping towards the kid’s particular wishes.” Share This To World:TweetWhatsApp  ← Vogue fashion, 21, whose mysterious half-naked 4am balcony fall shattered bones all over her body finally takes first step Exclusive: Levi’s introduces paid family leave for workers → You May Also Like   Last Minute New Orleans Hotel and Flight Package Offers  February 21, 2020February 21, 2020 admin 0   Accused Marie Yovanovitch ‘Stalker’ Robert Hyde Now Supplying Documents to Congress  February 12, 2020February 12, 2020 admin 0   Who Won the Tenth Democratic Debate in South Carolina? Analysis of the Winners, Losers and Highlights  February 26, 2020February 26, 2020 admin 0 Leave a Reply Cancel replyYour email address will not be published. Required fields are marked *Comment Name *  Email *  Website   Save my name, email, and website in this browser for the next time I comment.      Trending News  Mansplaining in conferences: How can we get him to forestall? February 27, 2020 Drax power station to cease burning coal in March 2021 February 27, 2020 Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy February 27, 2020 Coronavirus: Dettol sales surge as markets fall again February 27, 2020 Levi Strauss marks the next phase in corporate paid leave policies February 27, 2020  Technology     Healthcare News Technology   Cell Counting Market Research Report: Latest Industry Status and Future Growth Outlook 2020 to 2027  February 12, 2020 Alex Jones 0 Author Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall? Share This To World:TweetWhatsApp       Business News Services Technology   New Comprehensive Report on Ayurvedic Preparations Market is Thriving Worldwide with Prominent Players Dabur, Emami Group, Himalaya Drug, Maharishi Ayurveda, Baidyanalh  February 5, 2020 Alex Jones 0   Business News Services Technology   New Study Examines Global Water Treatment Services for the Downstream Oil and Gas Market Outlook 2019-2026: Top Key Players- SUEZ, The Dow Chemical, Veolia, Aquatech International  February 5, 2020 Alex Jones 0   Business Services Technology   Massive Growth of Arborist Software Market By Top Key Players Forest Metrix, Plan-It Geo, Arb Pro Software, CAD International (ArborCAD)  February 5, 2020 Alex Jones 0    Recent News     Business   Mansplaining in conferences: How can we get him to forestall?  February 27, 2020February 27, 2020 admin 0 Author Recent Posts admin Latest posts by admin (see all) Mansplaining in conferences: How can we get him to forestall? Share This To World:TweetWhatsApp     News   Drax power station to cease burning coal in March 2021  February 27, 2020February 27, 2020 Allen Becker 0   World   Coronavirus Could Explode in the U.S. Overnight Like it Did in Italy  February 27, 2020February 27, 2020 admin 0 News   Coronavirus: Dettol sales surge as markets fall again  February 27, 2020February 27, 2020 Allen Becker 0   Business   Levi Strauss marks the next phase in corporate paid leave policies  February 27, 2020February 27, 2020 admin 0     About Us News Parliament is an online news company focused on covering the most important business and finance news in US and World Market. We have assembled a team of passionate, seasoned investment professionals to pick apart the market’s biggest headlines on a daily basis. Subscription Email: pr     Who We Are  About Us Disclaimer Privacy Policy Contact Us   News Sections  Business Entertainment Healthcare News Services Technology Uncategorized World     © 2019 - News Parliament.  All Rights Reserved.      \n",
       "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                Forget ML, AI and Industry 4.0 – obsolescence should be your focus - 26 February 2021 - Test & Rework Solutions - Dataweek Home About us Back issues / E-book / PDF EMP Handbook Subscribe Advertise Categories ▸ Editor's Choice ▸ Multimedia, Videos ▸ Analogue, Mixed Signal, LSI ▸ Circuit & System Protection ▸ Computer/Embedded Technology ▸ Design Automation ▸ DSP, Micros & Memory ▸ Electronics Technology ▸ Enclosures, Racks, Cabinets & Panel Products ▸ Events ▸ Interconnection ▸ Manufacturing / Production Technology, Hardware & Services ▸ News ▸ Opto-Electronics ▸ Passive Components ▸ Power Electronics / Power Management ▸ Programmable Logic ▸ Smart Home Automation ▸ Switches, Relays & Keypads ▸ Telecoms, Datacoms, Wireless, IoT ▸ Test & Measurement   Categories Editor's Choice Multimedia, Videos Analogue, Mixed Signal, LSI Circuit & System Protection Computer/Embedded Technology Design Automation DSP, Micros & Memory Electronics Technology Enclosures, Racks, Cabinets & Panel Products Events Interconnection Manufacturing / Production Technology, Hardware & Services News Opto-Electronics Passive Components Power Electronics / Power Management Programmable Logic Smart Home Automation   Switches, Relays & Keypads Telecoms, Datacoms, Wireless, IoT Test & Measurement Manufacturing / Production Technology, Hardware & Services Production/manufacturing equipment suppliers & service providers    printer friendly version Forget ML, AI and Industry 4.0 – obsolescence should be your focus 26 February 2021 Manufacturing / Production Technology, Hardware & Services By Willian Santos, international sales manager at ABI Electronics. The world entered a new era of accelerated transformation in the last eighteen months that will continue to evolve and press forward for years to come. Most businesses are playing catch-up trying to make sense of a new timeline where the ten years that had been set aside for careful planning and implementation of what was coming up next no longer exists. The next is happening now and, regardless of your industry or seniority, the status quo has shifted and you better face it. Back in 2019, I was invited to attend a pompous meeting in London at the Brazilian Embassy along with selected leading names from the oil and energy industry, to get an update on what was going to happen in the following decade. I could soon spot all the buzzwords coming up on PowerPoint slides from the different companies presenting: decommissioning, decarbonisation, zero emissions, transition to green energy. Throughout the morning and most of the afternoon, we heard that most of these changes would kick in between 2030-35. And I recall a Shell executive pointing out that the business had explicitly concluded that the current income streams were needed to provide the capital required for the transition to take place in due course.Whomever you talk to in the energy industry in 2021 would tell you to forget about that timeline. Change has come and the transition is happening much faster than anticipated, with big businesses scrambling to find the capital to fund all that is required. I could go on all day talking about how the pandemic and the impact it had on market demand and consumer behaviour messed up the timeline of transport, automotive, defence, manufacturing and so on. For instance, carrier planes that were due to be retired in 2017 are now required to remain in service at least until 2029. Projects in wind power involving upgrades of wind farms have been scrapped and new installations have drawn huge competition from up and coming brands with operators tending to favour smaller turbines – for being efficient and cheaper to run – and choosing to buy from multiple suppliers instead of just one company. Machine learning (ML), AI and Industry 4.0 knock at the door. Still, the biggest change yet to be fully appreciated by business leaders is how electronics effectively became the brain of every industrial asset and all infrastructure equipment in operation in recent years, and therefore what is required to deal with breakdowns and obsolescence. For instance, I lost count of the many rail connections that I have working in operations and maintenance who struggle with their CME – chief mechanical engineer – who, like the role suggests, is usually a mechanically-biased individual who may have a less than ideal approach when it comes to the handling of electronic failures. And you guessed right: less ideal means neither green nor cheap solutions, as illustrated in this video:  Many decision-makers only realise the problem at hand and regret not following the tag  on LinkedIn in times like this, resulting in comments like, \"We did not anticipate that the equipment would become obsolete so quickly!\" or, \"Spare circuit boards started to take weeks then months to arrive. Then we were told that they would no longer be supplied. We were quoted seven-figure prices to upgrade our assembly line.\"By deferring the responsibility to the original equipment supplier and other third parties, you are bound to be caught off guard soon or later. And the risk exposure from insisting on this strategy is about to get exponentially higher; there is a widespread component shortage increasing lead times, and technology providers are dropping support for many products in order to remain viable.Last month, a wind turbine multinational in the US had to ship a bunch of expensive controller cards used in inverters and speed governing systems to its workshop in Brazil for repair as new replacement cards are not due back in stock for another six months. Good job that the local team had an electronic diagnostic equipment BoardMaster from ABI in the shop, ready to help the technicians locate the fault and repair the cards, which happened in record time.Poor decision-making when it comes to setting maintenance and repair strategies are often linked to ‘fake news’ and myths such as:• A repaired electronic card (PCB/PCBA) will never be as good as a new one.• The manufacturer told us that special software was required to troubleshoot the card.• Troubleshooting down to the component level is impossible or would take too long.• Dedicated test and repair equipment is prohibitively expensive.The mentality here needs to change, and fast. The longer you take to embrace the new strategies for in-house fault analysis, maintenance, and obsolescence planning of your key electronic circuits and assets, the more expensive it will get to keep them going. Hundreds of leading organisations have found in recent years that the belief in these myths was hindering their results and compromising the operation – from GE Renewable to Collins Aerospace, where the latter reduced troubleshooting times on avionics circuit cards from 50 hours to 10 minutes. Then there is Lego in Mexico, where controller cards from 600+ plastic moulding machines worth tens of thousands of dollars each have been mapped and are now repaired in-house. In the US, an army engineer saved a mobile shelter unit worth 10 million dollars from being decommissioned by repairing its HVAC circuit board that was deemed ‘irreparable’ by the OEM. In the rail arena, companies like Alstom, CAF, Bombardier and operators like Irish Rail, SFMTA, TCDD and so many others have discovered the benefits of investing in the right tool and skill development programme to shield the business against parts shortages and accelerated obsolescence. Some of their stories, and the technology that is driving several top-shelf global sustainability projects, were the subject of a YouTube series called ABI Labs. The series gives an in-depth review of the key tests and techniques available in the British-made BoardMaster hardware and software platform from ABI Electronics to handle predictive as well as corrective maintenance of critical electronics without wasting time or money. The ABI BoardMaster 19-inch rack universal diagnostic system is a uniquely versatile, self-contained and easy-to-use test system. It offers the most comprehensive set of test instruments for fault-finding on almost any kind of PCB. As the product of choice for companies operating in rail transport, aerospace, military, automotive, telecoms and a range of other industrial sectors, the BoardMaster is ABI Electronics’ top of the range solution that saves customers time and money, and increases asset availability and reliability. With the full range of instruments and a variety of test methods guaranteeing the best possible fault coverage, the BoardMaster 19-inch rack provides the ultimate in diagnostic tools.The BoardMaster 19-inch rack comes complete with ABI's multi-licence and user-friendly SYSTEM 8 Ultimate Software preinstalled. Customers are guaranteed to receive free software updates for life and will not be charged for additional seats or maintenance fees. The powerful yet easy-to-use software includes user access management, ABI's exclusive TestFlow Manager, as well as a wealth of customisation options. Credit(s) Test & Rework Solutions Tel: +27 11 704 6677 Email:  sales Articles: More information and articles about Test & Rework Solutions Share this article: Further reading: Successful solder processing of high-density connector arrays  26 February 2021, Spectrum Concepts , Manufacturing / Production Technology, Hardware & Services Processing a component onto a printed circuit board (PCB) used to be fairly straightforward. Through-hole products, or a single- or double-row surface mount component with a larger centreline, rarely ... Read more... Water-based cleaners for electronic assemblies 26 February 2021, Vepac Electronics , Manufacturing / Production Technology, Hardware & Services The purpose of cleaning, specifically within the rapidly expanding electronics industry, is essentially to improve product lifetime by ensuring good surface resistance and by preventing current leakage ... Read more... Pathfindr device helps people maintain safe social distancing 26 February 2021, RS Components (SA) , Manufacturing / Production Technology, Hardware & Services The Safe Distancing Assistant from Pathfindr is a new addition to RS Components’ supplier portfolio specialising in asset intelligence using connectivity-enabled location tracking. \\r \\r Designed for use ... Read more... Indium features low-temp alloy at productronica China 26 February 2021, Techmet  , Manufacturing / Production Technology, Hardware & Services Indium featured its award-winning Durafuse LT – a novel, low-temperature alloy system designed to provide high reliability in low-temperature applications – during productronica China, which was held ... Read more... Assistance system supports efficient conductor processing 26 February 2021, Phoenix Contact , Manufacturing / Production Technology, Hardware & Services In industrial control cabinet manufacturing, processes still feature multiple manual steps. Phoenix Contact offers a solution in the form of the ClipX WIRE assistance system from the ClipX product family, ... Read more... Battery operated UV-C surface disinfector 26 February 2021, Electronic Industry Supplies , Manufacturing / Production Technology, Hardware & Services Touted by its maker, Heraeus, as the only battery operated UV-C surface disinfector in the world, the Soluva Zone H promises chemical-free, dry, contactless, fast, and absolutely reliable destruction ... Read more... PCB laser marking and FPC laser cutting machines 25 November 2020, Zetech , Manufacturing / Production Technology, Hardware & Services PCB laser marking and FPC laser cutting machines from HGTech can be integrated with SMT inline operation. The laser marking machine is designed for barcode marking, 2D codes and characters, graphics and ... Read more... High conductor pull-out values with square crimping shape 25 November 2020, Phoenix Contact , Manufacturing / Production Technology, Hardware & Services The Crimpfox Vario 4S crimping tool from Phoenix Contact ensures reliable processing of insulated, uninsulated, and TWIN ferrules.The integrated pressure lock guarantees a complete and process-reliable ... Read more... Directory of Suppliers 2021  EMP 2021 Electronics Manufacturing & Production Handbook , Manufacturing / Production Technology, Hardware & Services Contact details and core business offering of prominent and trusted companies involved in, and supplying to, the local electronics manufacturing industry. Read more... The same old new normal EMP 2021 Electronics Manufacturing & Production Handbook, Barracuda Holdings, Jemstech, Production Logix , Manufacturing / Production Technology, Hardware & Services To find out how local contract electronics manufacturers have coped with the financial and operational fallout from the pandemic, Dataweek conducted a Q&A with three of them. Read more...       Technews Publishing (Pty) Ltd 1st Floor, Stabilitas House 265 Kent Ave, Randburg, 2194 South Africa Publications by Technews »  Dataweek Electronics & Communications Technology »  Electronics Buyers' Guide (EBG) »  Hi-Tech Security Solutions »  Hi-Tech Security Business Directory »  Motion Control in Southern Africa »  Motion Control Buyers' Guide (MCBG) »  South African Instrumentation & Control »  South African Instrumentation & Control Buyers' Guide (IBG) © Technews Publishing (Pty) Ltd | All Rights Reserved   \n",
       "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered – Consumer Electronics Net   Skip to content Consumer Electronics Net Primary Menu Consumer Electronics Net Search for:   HomeNewsStrategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                                     News                                 Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                     7 hours ago               Artificial Intelligence Now Powers the Majority of Smartphones BOSTON–(BUSINESS WIRE)–Strategy Analytics in a newly published report, Smartphones: Global Artificial Intelligence Technologies Forecast to 2025, finds that on-device Artificial Intelligence (AI) is being rapidly implemented by smartphone vendors. AI is used in various functions inside smartphones such as intelligent power optimization, imaging, virtual assistants, and to enhance device performance. The report highlights the fact that AI has become the most important technology in modern smartphones. The push to add on-device AI computational power to enable Edge AI computing is a priority for smartphone and chipset vendors.  “Strategy Analytics estimates that 71% of all smartphones sold worldwide in 2021 will have on-device AI,” says Associate Director Ville-Petteri Ukonaho. “Advantages of on-device AI computing include lower latency, better data privacy and overall lower power consumption.” An Artificial Intelligence (AI) smartphone is one that uses an AI core / processor designed to run machine learning and deep learning tasks. AI smartphones run AI tasks locally on the device with the help of dedicated AI cores and AI co-processors with little or no data transmitted to the cloud. Examples of AI smartphones include Apple’s iPhone 12 Pro Max and Samsung’s Galaxy S21 Ultra 5G. “Artificial Intelligence has become a key technology in higher-end smartphones,” says Ken Hyers, Director at Strategy Analytics. “A smartphone equipped with on-device AI can significantly improve important tasks like helping users take better pictures, deliver longer battery life through efficient power management, improve the speed of response by digital assistants, and power Augmented Reality, among other tasks. This makes smartphones more useful tools for users.” “Modern smartphones give consumers access to their own personal AI powered super-computer,” says Ville-Petteri Ukonaho. “With the help of on-device Artificial Intelligence, virtual assistants like Siri and Google’s Assistant have become more intelligent and aware of their environment.” Strategy Analytics new report estimates that in 2021 over 80% of smartphones globally will have virtual assistants and the share will grow to 97% by 2025. “With the enhanced AI capabilities on-device, virtual assistants have become more intelligent and aware of their environment,” comments Ken Hyers. Strategy Analytics’ report finds that Google’s Assistant is the top virtual assistant in 2021 with over 60% share followed by Apple’s Siri. On-device AI is powered by physical silicon cores such as Apple’s Neural Engine or distributed software frameworks such as Qualcomm Neural Processing Engine (NPE) that use algorithms to offload AI computation to several processors (CPU, GPU and DSP). “Physical AI cores have greater capability to handle complex AI computations, thus those are being introduced by all major chip vendors such as Mediatek, Samsung and HiSilicon,” says Ville-Petteri Ukonaho. “Camera AI has become one of the key selling points of imaging focused smartphones,” says Ken Hyers and continues, “Artificial Intelligence features such as object recognition or motion detection are becoming growingly important in premium smartphones.” In the report Strategy Analytics concludes that over 30% of smartphones already have AI enhanced camera functionalities. Strategy Analytics finds in its latest report that technologies such as 5G will greatly benefit from the new capabilities improved by AI and vice versa. With the help of 5G and AI, smartphones have become integral part of a large device ecosystem enabling them to share data and communicate with each other. The report Smartphones: Global Artificial Intelligence Technologies Forecast to 2025 is available to Strategy Analytics clients. About Strategy Analytics Strategy Analytics, Inc. is a global leader in supporting companies across their planning lifecycle through a range of customized market research solutions. Our multi-discipline capabilities include: industry research advisory services, customer insights, user experience design and innovation expertise, mobile consumer on-device tracking and business-to-business consulting competencies. With domain expertise in: smart devices, connected cars, intelligent home, service providers, IoT, strategic components and media, Strategy Analytics can develop a solution to meet your specific planning need. For more information, visit us at  Source: Strategy Analytics, Inc.  Contacts  Analyst Contacts:European Contact: Ville-Petteri Ukonaho, +44 (0)1908 423 634, vukonaho Contact: Ken Hyers, +1 617 614 0757, khyers Contact: Woody Oh, +44 (0) 1908 423 665, woh Continue Reading Previous Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m DealNext ContentKeeper Wins Awards of Excellence for Best Remote & Blended Learning Tools                                            More Stories                                                    News                                                                         ContentKeeper Wins Awards of Excellence for Best Remote & Blended Learning Tools                                                         46 mins ago                                                Gaming                                                                  News                                                                         Six to Start, The World’s Leading Gamified Fitness Company, Acquired by Australian-Listed OliveX In US$9.5m Deal                                                         12 hours ago                                                News                                                                         AWS Announces New Lower Cost Storage Classes for Amazon Elastic File System                                                         12 hours ago             Search for: CategoriesCategories Select Category 360 3D printing 5G Accessories Analytics Apps Art Article articles Audio Autism Auto Automotive Autonomous Driving Autonomous Vehicles Blu-Ray BLUE LIGHT Book Broadband Business Camera Car Tech Career CES CES Asia Charging Children Comic Consoles Consumer Electronics Contracts Counterfeit Goods Covid Cybersecurity DashCam Data Recovery Drones DVD Earbuds eCommerce Education Electric Vehicles Energy Engineering Family Feature Finance Gadgets Gaming Graphic Novel HDTV Health Home Tech Internet Investment IoT iPhone IQS Lead Story Learning Mac Manufacturing Marketing Military Movie NBN News Phishing Privacy Productivity Raid Resume Retail Review Robotics Sales Security Smart Devices Smart Homes Social Media SSD Storage Streaming Tablet Tariffs Technology Telework Uniform USB Video Games Video Surveillance VR/AR Wearables Web Design Wireless Charger Video News   Partner SitesIT Business Net Digital Producer Magazine Digital Media Net Media Hub Consumer Electronics Net Health Technology Net                                                          You may have missed                                                                News                                                                 ContentKeeper Wins Awards of Excellence for Best Remote & Blended Learning Tools                                                 46 mins ago                                                News                                                                 Strategy Analytics: 71% of Smartphones Sold Globally in 2021 will be AI Powered                                                 7 hours ago                                                Consumer Electronics                                                                 CORRECTING and REPLACING Drop Into Apex Legends on Nintendo Switch Today                                                 12 hours ago                                                Consumer Electronics                                                                 Roblox to Commence Trading on NYSE on March 10, 2021                                                 12 hours ago                                                Consumer Electronics                                                                 Penn National Gaming to Launch Barstool Sportsbook Mobile App in Illinois                                                 12 hours ago                                                                                 Copyright © Consumer Electronics Net - All rights reserved.                                                                                     |  CoverNews by AF themes.                                     error: Content is protected !!   \n",
       "4   Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application | | IT Business Net   Skip to content IT Business Net News for IT Professionals Primary Menu IT Business Net About IT Business Net Search for:   Home2020OctoberOlympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application                                     News                                 Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application   TOKYO, Oct 20, 2020 – (ACN Newswire) –  Olympus Corporation took part in a ground-breaking project as a business promoter, in cooperation with the Ministry of Internal Affairs and Communications (MIC), entitled, “Survey Study for International Expansion of AI Diagnosis Support System Using Ultra-High Magnifying Endoscopes in India.” The project aims to develop advanced endoscopy diagnostics in India, where there are relatively few endoscopists. In collaboration with CYBERNET SYSTEMS CO,. LTD., Olympus has established an AI diagnostic support system at a major medical institution, the Asian Institute of Gastroenterology (AIG) based in Hyderabad, India. Specialist lecturers and physicians from Showa University Northern Yokohama Hospital provided expert guidance to AIG doctors. In addition to training AIG doctors in techniques for detecting diseases and differential diagnosis by colonoscope, they also trained the doctors on how to instruct the next generation of endoscopists. The project started on October 12. At the kick-off meeting, Satoshi Hemmi, Deputy Director-General of the Information and Communications Bureau, the Ministry of Internal Affairs and Communications commented, “We hope to contribute to the spread of AI endoscopy systems and the development of medical care in India through training future leaders in AI endoscopy systems in India. We also hope that the cooperation between India and Japan in the field of healthcare ICT will continue to develop.” In addition to the ultra-magnifying scope Endocyto(*1) released last year, Olympus will release endoscopic diagnostic support software equipped with AI in India from December. The endoscopic diagnostic support software EndoBRAIN(*2) and EndoBRAIN-EYE(*3) will be utilized for physician training in India. Olympus intends to assist in the development of physicians and promote the use of endoscopic diagnostics. (*1) An endoscope that enables observation at the cellular level in real time with up to 520 times optical magnification.(*2) AI real-time in-vivo analysis of colon lesions taken with ultra-high magnifying endoscopes, numerically indicating the possibility of neoplastic and non-neoplastic polyps to assist physicians in the differentiation and detection of polyps through figures.(*3) AI endoscopic diagnostic imaging support software that assists physicians in diagnosing lesions by alerting if a polyp or other lesion is detected using regular colonoscope images.  Background of Olympus’ Participation In India, the rate of cancer morbidity is expected to increase as the economy grows. On the other hand, there is a severe shortage of doctors who can conduct precision diagnostics with endoscopes, which are essential for early detection and treatment of cancer. Olympus participated in this project to support trained AIG specialists to train doctors in India and neighboring countries and to contribute to the popularization and development of endoscope diagnostics using the latest AI technology. Ministry of Internal Affairs and Communications Project – Purpose:The MIC aims to realize the sustainable development goal and SDG pledges to ensure “no one will be left behind.” To this end, the MIC aims to realize a model that contributes to SDG through digitization and to disseminate and promote an SDG + ICT model domestically and overseas between both public and private sectors. This project aims to contribute to the introduction and dissemination of Japan’s endoscopic AI diagnostic support system to India and neighboring countries in response to the social issue of increasing cancer prevalence in India. – Projects:1) Survey on the Current Status of Policies in the Medical Health Sector in India and the Current Status of the Introduction of Medical ICT in India:Collecting information from major medical institutions and external research institutions and investigating the spread of medical systems, including endoscopic systems. 2) Verification through proof-of-concept tests in India:Physicians from the Showa University Northern Yokohama Hospital will train AIG physicians, from the detection of disease utilizing a colonoscope to discriminatory diagnosis, and train them as lecturers to train instructors. MIC provided equipment and training courses. For questions or additional information, please contact:Yuka Horimoto+81-90-2490-1071[email protected]  Copyright 2020 ACN Newswire. All rights reserved.  Continue Reading Previous Sweetwater Royalties Completes Land Grant AcquisitionNext T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                         More Stories                                                    News                                                                         The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                                        News                                                                         The Executive Centre launches the “Welcome Back to The Office” campaign                                                                        News                                                                         Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                                        News                                                                         GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                                        News                                                                         UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                                        News                                                                         T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                     CategoriesCategories Select Category 3D  (2) 3D Camera  (1) 3D Printing  (10) 4G  (1) 5G  (10) Accounting  (1) Additive Manufacturing  (3) Advertising  (4) Aerospace  (1) Aftermarket Parts  (1) Agile  (2) Agriculture  (1) AI  (44) Analytics  (6) Android  (1) Anti-Virus  (1) Antitrust  (1) Application Development  (3) Apps  (6) AR  (9) Architectural  (2) Artificial Intelligence  (5) Augmented Intelligence  (1) Augmented Reality  (4) Authentication  (1) Automation  (13) Automotive  (19) Autonomous Vehicles  (5) B2B  (2) Banking  (2) Batteries  (3) Benefits  (1) Big Data  (8) Billing  (1) Biometrics  (3) BioPrinting  (1) Bitcoin  (6) Blockchain  (4) Bot  (1) Brand  (6) Brand Marketer  (3) Business  (64) Business Intelligence  (7) CAD  (2) Call Center  (1) Career  (6) Case Study  (2) Cellular  (1) CIO  (1) Climate Change  (1) Cloud Computing  (22) Cloud Security  (5) Cloud Storage  (2) Coding  (6) Collaboration  (1) Colocation  (3) Colors  (1) Communications  (6) Computer Systems  (1) Conference  (1) Connectivity  (2) Construction  (3) Consumer Electronics  (1) Contact Center  (1) Content  (1) Contracts  (1) Coronavirus  (13) COVID-19  (17) Credit  (1) CRM  (3) CRO  (1) Cryptocurrency  (6) Currency  (2) Customer Acquisition  (2) customer identity management  (1) Customer Service  (6) Customers  (3) Cyber Security  (13) Cybercrime  (10) Cybersecurity  (32) Data Analysis  (5) Data Backup  (2) Data Center  (16) Data Integration  (2) Data Management  (6) Data Mining  (1) Data Recovery  (2) Data Security  (14) Data Warehouse  (1) Debt  (1) Diagnostics  (1) Digital Identity  (1) Digital Marketing  (2) Digital Signage  (1) Disaster Recovery  (1) Display  (1) Documentation  (1) Drones  (2) Drug testing  (1) eCommerce  (3) Edge Analytics  (1) Edge Computing  (2) Education  (5) Efficiency  (1) Election Security  (1) Electronic Payments  (1) Electronic Signature  (1) Electronics  (5) Email  (3) Employee benefits  (1) Employee Experience  (4) Employee Tracking  (1) Energy  (4) Engineering  (1) Enterprise  (6) Enterprise Performance Management  (1) Entrepreneur  (1) Environment  (1) Exchange  (2) Excubation  (1) Exhibition  (2) Export  (1) Facial Recognition  (1) Farm Tech  (1) Feature  (258) Felixprinters  (1) Finance  (3) FinTech  (4) Firewall  (1) Firmware  (1) Fleet Management  (1) Food  (1) Forex  (1) Franchise  (1) Fraud  (3) Gaming  (3) GDPR  (3) Gene Sequencing  (1) Government  (1) GPS  (1) Hacking  (2) Hardware  (2) Health Tech  (15) Healthcare  (2) Hospitality  (1) HR  (13) Identity Theft  (1) IIoT  (4) Image Recognition  (2) Imports  (3) Industrial  (10) Industry 4.0  (2) Infrastructure  (3) Initial Coin Offering  (1) Innovation  (2) Inspection  (1) Insurance  (3) Interface  (1) International  (3) Internet  (4) Interview  (2) Investment  (7) Invoicing  (1) IO  (1) IoT  (18) IQS  (9) IT  (14) Job Search  (2) KVM Switch  (1) Laptop  (2) Laser  (2) Law  (4) Lead Story  (234) Leadership  (1) LED  (2) Legal  (1) Legal Cannabis  (1) Linux  (1) Liquidation  (1) Live Video  (1) Location  (1) Logistics  (2) Low-Code  (1) M&A  (1) Mac  (1) Machine Learning  (8) Machine Reasoning  (2) Machine Vision  (1) Maintenance  (1) Malware  (1) Managed Services  (1) Management  (11) Manufacturing  (51) Marketing  (23) MBA  (1) Media  (1) Medical Technology  (3) Memory  (1) Mental Health  (3) merger  (1) Messaging  (1) Microgrid  (1) Military  (1) Mining  (1) Mobile  (5) More News  (7,690) Nanotechnology  (1) NAS  (2) Network TAPs  (1) Networking  (8) Networks  (6) News  (50,756) NGFW  (1) OEM  (1) Office  (3) Offline  (1) Offshore Business  (1) Online  (4) Opinion  (1) Optical  (2) OS  (1) Outsourcing  (2) Packaging  (1) Passwords  (1) Pattern Recognition  (1) Payment Processing  (1) Personnel  (2) Pharmaceutical  (2) Predictive Behavior  (1) Predictive Maintenance  (1) Presentation  (2) Print  (1) Privacy  (9) Productivity  (2) Programming  (6) Project Management  (1) Project Profile  (1) Quality Control  (1) Remote Working  (8) Repair  (1) Research  (5) Resilience Technologies  (1) Resume  (1) Retail  (8) Review  (2) RFID  (1) Robotics  (31) Router  (2) SaaS  (1) Sales  (7) Screen Time  (1) Search  (1) Search Trends  (1) Security  (38) Sensors  (4) SEO  (2) Servers  (3) Shopping  (1) Signage  (2) Small Business  (4) Smart Camera  (1) Smart Cities  (1) Smart Home  (3) Smart Technology  (2) Smartphone  (5) SMB  (2) SMBs  (1) SME  (1) SMS  (1) Social Media  (6) Software  (9) Software Development  (3) South Korea  (1) SQL  (1) Staffing  (1) Startup  (6) Startups  (4) Stock Market  (2) Stocks  (1) Storage  (7) Streaming  (1) Supply Chain  (4) Supply Chain Management  (2) Surveillance  (3) Tariffs  (4) Tax Credits  (1) Technology  (9) Telecommuting  (2) Touchscreen  (2) Trade  (5) Tradeshow  (2) Trading  (3) Training  (1) Transformation  (10) Transportation  (5) Travel  (1) Trends  (1) UI  (1) Uniforms  (1) Venture Capital  (1) Video  (4) Video Conferencing  (2) Video Security  (1) Video Wall  (1) Virtual machine  (1) Visualisation  (1) Visualization  (1) VM  (1) Voice Assistant  (1) Voice Search  (2) VPN  (4) VR  (6) Waterproof  (1) Wearable Tech  (4) Web  (7) Website  (1) Whiteboard  (1) Whitepaper  (1) WiFi  (2) Wireless  (1) Workflow  (4) Workforce  (8) Workplace  (10) Search IBN Search for: Todays Business News AAPL Chart by TradingView                               News                                                                News                                                                                     The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                                                    News                                                                                     The Executive Centre launches the “Welcome Back to The Office” campaign                                                                                    News                                                                                     Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                                                    News                                                                                     GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                                                    News                                                                                     UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                                                    News                                                                                     T-Mobile Agrees to Sell $4.75 Billion of Senior Secured Notes                                                                                    News                                                                                     Olympus to Support Endoscopic AI Diagnosis Education for Doctors in India and to Launch AI Diagnostic Support Application                                                                                    News                                                                                     Sweetwater Royalties Completes Land Grant Acquisition                                                                                    News                                                                                     KBRA Assigns Preliminary Ratings to GCI Funding I LLC, Series 2020-1                                                                                    News                                                                                     KBRA Assigns Preliminary Ratings to Sequoia Mortgage Trust 2020-4 (SEMT 2020-4)                                                 Partner SitesIT Business Net Digital Producer Magazine Digital Media Net Media Hub Consumer Electronics Net Broadcast Newsroom Health Technology Net ByteSteam - Crypto & Blockchain Free Digital Stock Photos About IT Business Net                             You may have missed                                                                News                                                                 The Edvantage Group (0382.HK) Has Capacity Expansion and Student Number Growth in 2 Colleges                                                                News                                                                 The Executive Centre launches the “Welcome Back to The Office” campaign                                                                News                                                                 Leading U.S. Government-Accredited Lab Confirms Path-Away(R) Natural Active Ingredient Can Kill Actual COVID-19 Virus Within Two Minutes, First In The World                                                                News                                                                 GRC and Total Data Centre Solutions Partner to Expand Data Centre Liquid Immersion Cooling in Europe                                                                News                                                                 UK Regulatory Announcement: IBM Reports 2020 Third-Quarter Results                                                                                                   Copyright © IT Business Net - All rights reserved.                                                                             error: Content is protected !!   "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_news_final_project_v2.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26f07021-5edd-4361-89f7-a0d0e3c273b8",
   "metadata": {},
   "source": [
    "---------------\n",
    "## Storing intermediate data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "44589054-7b2e-4288-a394-1fc8de55516a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Storing this cleaned data\n",
    "df_news_final_project_v2.to_csv('00_Data/NLP_FP_Data1.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f6cfac2f-643d-4d59-8c0e-cf3b7b257a58",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bucket nlp_final_project_kshitijm connected.\n"
     ]
    }
   ],
   "source": [
    "# Imports the Google Cloud client library\n",
    "from google.cloud import storage\n",
    "# Instantiates a client\n",
    "storage_client = storage.Client()\n",
    "\n",
    "# The name for the new bucket\n",
    "bucket_name = \"nlp_final_project_kshitijm\"\n",
    "\n",
    "# Creates the new bucket\n",
    "bucket = storage_client.bucket(bucket_name)\n",
    "print(f\"Bucket {bucket.name} connected.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3dfee8aa-9a52-40f2-ad13-877c57b6b0e4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "00_Data/\t0\n",
      "00_Data/NLP_FP_Data1.csv\t3647682340\n"
     ]
    }
   ],
   "source": [
    "blobs = list(bucket.list_blobs())\n",
    "for blob in blobs:\n",
    "    print(blob.name + '\\t' + str(blob.size))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "57a34633-e055-4ef6-8915-b2c8a32e3345",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_news_final_project_v2.to_csv('gs://nlp_final_project_kshitijm/00_Data/NLP_FP_Data1.csv')"
   ]
  }
 ],
 "metadata": {
  "environment": {
   "kernel": "python3",
   "name": "tf2-gpu.2-11.m108",
   "type": "gcloud",
   "uri": "gcr.io/deeplearning-platform-release/tf2-gpu.2-11:m108"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}