Books for Machine Learning

Booklist for Machine Learning

1. Convex Optimization (Boyd, Stephen P., and Lieven Vandenberghe)

2. Introduction to nonlinear optimization (Beck, Amir)

3. First Order Methods in Optimization (Beck, Amir)

4. Numerical Optimization (Nocedal, Jorge, and Stephen J. Wright)

5. 矩阵分析与应用 (张贤达)

6. Matrix Analysis (Horn, Roger A., and Charles R. Johnson)

7. High Dimensional Probability (Vershynin, Roman)

8. High Dimensional Statistics (Wainwright, Martin)

9. An introduction to statistical learning (James, Gareth, et al)