Numerical Optimization (Springer Series in Operations Research and Financial Engineering)

Nonlinear Systems: Analysis, Stability, and Control (Interdisciplinary Applied Mathematics)

Convex Optimization

Pattern Recognition and Machine Learning (Information Science and Statistics)

Machine Learning: A Probabilistic Perspective (Adaptive Computation and Machine Learning series)

Reinforcement Learning: An Introduction (Adaptive Computation and Machine Learning series)

Nonlinear Programming: 3rd Edition

Numerical Linear Algebra

The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)

Deep Learning (Adaptive Computation and Machine Learning series)

High-Dimensional Probability: An Introduction with Applications in Data Science (Cambridge Series in Statistical and Probabilistic Mathematics)

Algorithms for Optimization (The MIT Press)