It is a necessity that anyone should follow some podcasts and blogs for his/her field. ML is not an exception. This is the stuff I find useful, and I try to read or watch them every now and then.

ML People (Blogs)

ML Sites

Comprehensive ML Tutorials

MLOps and ML System Design

Python Great Tutorials


Good Books

  • No Bullshit Guide to Math
  • No Bullshit Guide to Linear Algebra

Great ML Books

In my opinion, these books are the best books to get a professional in ML field.

  • The 100 Page Machine Learning Book
  • CS229 Lecture Notes
  • Learning From data: A short course
  • Deep Learning, MIT 2017
  • Pattern Recognition and Machine Learning
  • The elements of statistical Learning

Great ML Podcasts

ML Newsletters

Reddit Communities

Useful Libraries


Other people’s lists