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  • Machine learning (ML) and deep learning (DL)
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Machine learning (ML) and deep learning (DL)¶

Books¶

ML¶

  • An Introduction to Statistical Learning. Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani

DL¶

  • Deep Learning by Ian Goodfellow, Yoshua Bengio and Aaron Courville

  • Neural Networks and Deep Learning by Michael Nielsen

Slightly overcomplicated¶

  • Foundations of Data Science

  • Understanding Machine Learning: From Theory to Algorithms

Courses¶

ML¶

  • ods

  • Andrew Ng course

  • QuantEcon ML application

DL¶

  • fast.ai

  • deeplearning.ai

Weak link¶

  • Puzzles of modern machine learning by Boaz Barak

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