Learning Theory From First Principles
Francis Bach
Beginning Mathematical Logic: A Study Guide
Peter Smith
Pen and Paper Exercises in Machine Learning
Michael U. Gutmann
Mathematical Thinking: Problem-Solving and Proofs 2nd Edition
John P. D'Angelo & Douglas Brent West
Algorithms for Convex Optimization
Nisheeth K. Vishnoi
Combinatorial Optimization: Theory and Algorithms
Bernhard Korte & Jens Vygen
Algorithms and Combinatorics (1)
Algorithms and Combinatorics (2)
The Design of Approximation Algorithms
David P. Williamson & David B. Shmoys
Elements of Programming Interviews: The Insiders' Guide
Adnan Aziz & Tsung-Hsien Lee & Amit Prakash
How to Prove It: A Structured Approach
Daniel J. Velleman
Information Theory, Inference and Learning Algorithms
David J. C. MacKay
Introduction to Algorithms, Third Edition
Thomas H. Cormen & Charles E. Leiserson & Ronald L. Rivest & Clifford Stein
Proximal Algorithms
Neal Parikh & Stephen P. Boyd & Now Publishers
斯坦福算法博弈论二十讲
Tim Roughgarden
算法
Robert Sedgewick & Kevin Wayne
算法导论
Thomas H. Cormen
算法设计
Jon Kleinberg