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List of books and other resources that are related to deep learning

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Machine Learning Resources

This is a curated list of resources that I have found useful regarding machine learning, in particular deep learning. Only books that add significant value to understanding the topic are listed. Also, a list of good articles and some other resources.

Background

Introductory

Advanced

  • Reinforcement Learning: An Introduction
    Richard Sutton and Andrew Barto

  • The Elements of Statistical Learning
    Trevor Hastie, Robert Tibshirani and Jerome Friedman

  • Pattern Recognition and Machine Learning
    Christopher Bishop

  • Machine Learning: A Probabilistic Perspective
    Kevin Murphy

Deep Learning Specific

Background Literature

Interesting and Relevant Articles

Online Learning Resources

News

Interesting Online Projects and Tools

Data Sets

Support For Ideas

Online Programs of Study

Process

About

List of books and other resources that are related to deep learning

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