ML

Blogs/Forums

• ML blogs collection
• Distill Pub - visualizations of ML concepts.
• Colah’s Blog - Creator of Distill Pub.
• Vis AI - Similar to Distill.

Tutorials

• Intuitive gradient - Calculate gradient manually.
• Annotated Transformer
• Moments - Moments in stats.
• Neptune AI - high level details on ML concepts.
• Numpy tutorial CS231N

Software

• MADGRAD
• AMSGrad
• Catalyst Convex Optimization
• Sophia - Second order optimizer.

Books

• Little DL - Chollet, but maths. Low-Mid level.
• UDL Book

Misc

• ML notes
• Stats notes
• Yannic Kilcher - Explains papers from ML conferences/big journals.