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Learning Theory from First Principles
by Francis Bach
Foundations of Machine Learning
by Mehryar Mohri, Afshin Rostamizadeh, Ameet Talwalkar, Francis Bach
Reinforcement Learning
by Richard S. Sutton, Andrew G. Barto, Francis Bach
Learning with Submodular Functions
