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ML Resources

Data Cleaning & Mining

  • A Brief Introduction to Machine Learning for Engineers - Ihab F.Illyas, Xu Chu (PDF)

  • Data Mining - The Textbook - Springer(PDF)

Machine Learning

  • A Brief Introduction to Machine Learning for Engineers - Osvaldo Simeone (PDF)

  • A Brief Introduction to Neural Networks

  • A Course in Machine Learning (PDF)

  • A First Encounter with Machine Learning (PDF)

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

  • Bayesian Reasoning and Machine Learning

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

  • Gaussian Processes for Machine Learning

  • Information Theory, Inference, and Learning Algorithms

  • Introduction to Machine Learning - Amnon Shashua

  • Learn Tensorflow - Jupyter Notebooks

  • Learning Deep Architectures for AI (PDF)

  • Machine Learning

  • Machine Learning, Neural and Statistical Classification

  • Neural Networks and Deep Learning

  • Probabilistic Models in the Study of Language (Draft, with R code)

  • Reinforcement Learning: An Introduction (Draft) - Richard S. Sutton, Andrew G. Barto (PDF)

  • Speech and Language Processing (3rd Edition Draft) - Daniel Jurafsky, James H. Martin (PDF)

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

  • The LION Way: Machine Learning plus Intelligent Optimization - Roberto Battiti, Mauro Brunato (PDF)

  • The Python Game Book

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