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NLP General
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Transformer
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Bert
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pytorch: https://github.com/dhlee347/pytorchic-bert/blob/master/models.py#L123-L133
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파이토치: https://colab.research.google.com/drive/1pTuQhug6Dhl9XalKB0zUGf4FIdYFlpcX#scrollTo=EKOTlwcmxmej
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감성 분석: https://curiousily.com/posts/sentiment-analysis-with-bert-and-hugging-face-using-pytorch-and-python/
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버트 노트북 모음: https://github.com/huggingface/transformers/tree/master/notebooks
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국역 설명 https://www.secmem.org/blog/2020/07/19/Sentiment-Analysis/
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버트 임베딩: https://medium.com/analytics-vidhya/bert-word-embeddings-deep-dive-32f6214f02bf
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NEG
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practice NLP
Doc2vec
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Korean NLP
- RoadMap
- 튜토리얼
- 전처리
- 욕설탐지
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Text Summarization
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Recommender System
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General
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Text based Recommender System
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Factorization Machine
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https://greeksharifa.github.io/machine_learning/2019/12/21/FM/
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Item2Vec
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NCF
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NGCF
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GNN
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Textbook: https://www.cs.mcgill.ca/~wlh/grl_book/
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Tutorials
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https://medium.com/ai-in-plain-english/graph-convolutional-networks-gcn-baf337d5cb6b GCN에 대한 좋은 설명
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https://ganghee-lee.tistory.com/27 GCN 에 대해 정리가 잘 된 국역 설명
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https://www.researchgate.net/publication/343948931_Deep_Learning_on_Graphs_a_Tutorial
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https://leehyejin91.github.io/post-gcmc/ 한국어 논문 요약
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paper list (rf. https://www.youtube.com/watch?v=cWIeTMklzNg)
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Graph Neural Network 2005
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ChebyNets 2016
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Graph Convolution Network 2017
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Neural Message Passing 2017
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AMPNets 2018
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GAT
- https://github.com/gordicaleksa/pytorch-GAT Annotated GAT with code
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Pytorch-geometric
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위치 기반 추천 서비스
- 네이버 위치기반 추천 서비스: https://zdnet.co.kr/view/?no=20180330173316
- 카카오 위치 기반 서비스 정리: http://www.kakao.com/location/180801_lnb_list_ko.html
- 튜토리얼: https://github.com/Adarshsng/location-based-Restaurant-Recommendation-engine
- Tinder 위치 기반 추천: https://brunch.co.kr/@andrewhwan/58
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Image Processing
- Annotation Tool
- 정리: https://m.blog.naver.com/PostView.nhn?blogId=jws2218&logNo=221922574525&categoryNo=1&proxyReferer=https:%2F%2Fwww.google.com%2F
- VGG annotator https://www.youtube.com/watch?v=MRkdgOoUqFk
- Transfer Learning
- GAN
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업무 자동화
- 이미지to텍스트 변환
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Flask
- API 패키징
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[2] bento ML
[3] feature store
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튜토리얼 https://blog.miguelgrinberg.com/post/the-flask-mega-tutorial-part-i-hello-world
- API 패키징
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Pytorch
- Pytorch
- Pytorch-lightening
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