Adaptive Computation and Machine Learning series

Fairness and Machine Learning (Limitations and Opportunities)

Gaussian Processes for Machine Learning

Introduction to Online Convex Optimization, second edition

Introduction to Statistical Relational Learning

Learning Kernel Classifiers (Theory and Algorithms)

Machine Learning for Data Streams (with Practical Examples in MOA)