Machine Learning from Weak Supervision: An Empirical Risk Minimization Approach (Adaptive Computation and series)

Probabilistic Machine Learning: An Introduction (Adaptive Computation and Learning)

Introduction to Machine Learning (Adaptive Computation and series)

Foundations of Machine Learning (Adaptive Computation and series)

Learning Theory from First Principles (Adaptive Computation and Machine Learning)