https://ciechanow.ski/archives/
For machine learning, Distill.pub has some excellent hands-on tutorials. For example, here's one on momentum:
https://distill.pub/2017/momentum/
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And going kinda meta, learning about the principles:
https://worrydream.com/LadderOfAbstraction/
https://vimeo.com/906418692