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Books, videos and other recommended education materials

Machine Learning and Data Science Books

  • Deep Learning Book - Excellent and current book for the emerging area of Deep Learning.
  • Doing Data Science - Has chapters with lectures from different industries and how they apply ML. Also, good introductory chapter on how to build an effective Data Science team.
  • Machine Learning - The classic text book for the field. A new edition is coming up shortly and drafts can be found at this link.
  • Hands-On Machine Learning with Scikit-Learn and Tensorflow - If you're ready to get hands on, this book is an excellent choice. Even covers Reinforcement Learning with Deep Q-networks.
  • Reinforcement Learning - If you are ready to delve into Reinforcement Learning, this is the reference text in many (probably most) university classes.

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Articles and Case Studies related to Machine Learning

Online Machine Learning resources (small sample)

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