Elements of Programming Interviews: The Insiders' Guide
Adnan Aziz & Tsung-Hsien Lee & Amit Prakash
Bayesian Data Analysis
Andrew Gelman
Machine Learning, Second Edition: A Probabilistic Perspective
Kevin P. Murphy
Non-Convex Optimization for Machine Learning
Prateek Jain & Purushottam Kar