🗯 This week

As I've mentioned last week, I've been working on extracting stats from my jobs' feed at Upwork.com. The goal is to understand which are the most sought-out data science and data engineer skills. I'm building an ETL pipeline for this. If this is something that you'd be interested - wether it's for Data Science or not - ping me on twitter.
The reason why math and programming go hand-in-hand:
Remember to check the most popular Reddit posts this week on data-related boards. 👇

🔮 Data Science

Free ebook! "Introduction to Probability for Data Science" by Stanley Chan. Download here.
NLP: How to train BERT for Q&A. link
FooDI-ML: a new large-scale multi-language dataset that contains over 1.5M unique images and over 9.5M store names, product names descriptions, and collection sections. link

Let's keep in touch, Pedro.

How many here are 'passionate' about data science? Can we stop with the 'passion' posts please? (665 upvotes; 220 replies)
Just recently turned in my two weeks notice as an analyst (487 upvotes; 95 replies)
I work maximum 3-4 hours everyday and feel guilty all the time. What can I do to not feel like this? (433 upvotes; 188 replies)
Advice Request: Getting/staying good at SQL if you don’t use it in current role (114 upvotes; 53 replies)
What’s the deal with Blind? (83 upvotes; 47 replies)

SQL Cheatsheet - Basics (401 upvotes; 43 replies)
Please Critique my Resume: Data Analyst transitioning to Data Engineer (126 upvotes; 66 replies)
Does anyone know where to find jobs for companies doing good in the world? (105 upvotes; 68 replies)
Advice for improving at SQL (53 upvotes; 33 replies)
Will a Master’s degree be of any advantage in the career growth for a Data Engineer? (51 upvotes; 42 replies)

[Project] Generating cool names for machine learning projects (302 upvotes; 14 replies)
[R] 6 Key Jobs in Data Industry (300 upvotes; 44 replies)
[D] Feeling overwhelmed because applying machine learning to real life problems is not trivial (279 upvotes; 98 replies)
[P] SpotML - Managed ML Training on cheap AWS/GCP Spot Instances (205 upvotes; 54 replies)
[R] ResNet strikes back: An improved training procedure in timm. There has been significant progress on best practices for training neural nets since ResNet's introduction in 2015. With such advances, a vanilla ResNet-50 reaches 80.4% top-1 accuracy on ImageNet without extra data or distillation. (198 upvotes; 46 replies)

Convolution Neural Networks Visualization using Unity 3D, C# and Python (749 upvotes; 19 replies)
I made an interactive neural network! Here's a video of it in action, but you can play with it at aegeorge42.github.io (531 upvotes; 41 replies)
LEGO Object Detection Dataset, Free For Anyone (294 upvotes; 12 replies)
100+ Machine Learning and Deep Learning Cheat Sheets (215 upvotes; 0 replies)
minGPT: a small and educational implementation of GPT by Andrej Karpathy (137 upvotes; 21 replies)

How was the T-Test and T-distribution discovered? Can someone explain this conceptually? ELI5 will be highly appreciated. (21 upvotes; 13 replies)
What's a good book for the layperson on a crash course in the fundamentals of statistics? (10 upvotes; 12 replies)
Assumptions violated: what now? (8 upvotes; 6 replies)
Likert scale to t-test (8 upvotes; 3 replies)
What is the appropriate measure of correlation to show these 2 users are the same person? (7 upvotes; 5 replies)

How to move from SWE to MLE with no professional ML experience? (12 upvotes; 5 replies)
A book to read between "Hands on ML" and PRML? (6 upvotes; 6 replies)
Implement VAEs/AEs before GANs? (5 upvotes; 5 replies)
Does anyone have good resources for trying to capture semantic similarity? (7 upvotes; 2 replies)
Computer Vision to Autocrop Images (6 upvotes; 1 replies)