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