Some free resources for learning about machine learning

Books

• A public domain book for a machine learning course by Michael S. Gashler, University of Arkansas
• A book for a machine learning/data mining course by Aaron Hertzmann and David Fleet, University of Toronto
• A book on statistical learning by Trevor Hastie, Robert Tibshirani, and Jerome Friedman.
• Another list of free books on ML topics
• Deep Learning: methods and applications
• Deep Learning

Web tutorials

• Lecture notes from a course on machine learning at Stanford
• Tutorials on deep learning

Video lectures

• Andrew Ng's video lectures on machine learning
• Pedro Domingos' video lectures on machine learning
• Daphne Koller's video lectures on probabilistic graphical models
• Bill Howe's video lectures on data science
• Nando de Freitas video lectures on machine learning
• Hugo Larochelle's video lectures on neural networks and machine learning topics
• Yaser Abu-Mostafa's machine learning and neural network lectures
• Tom Mitchell's slides and video lectures on machine learning

Other lists of resources

• Eren Golge's Blog
• Metacademy's list of machine learning topics
• Deep Learning in Neural Networks: An Overview

(We appreciate suggestions about other free learning resources.)