- The Algorithmic Foundations of Differential Privacy
- Fairness and machine learning
- Deep Learning Book
- Convex Optimization
- Matrix Cookbook
- Linear Algebra
- Probability
- Mining of Massive Datasets
- The elements of statistical Learning
- Understanding Machine Learning: From Theory to Algorithms
- Pattern Recognition and Machine Learning
- Linear Algebra
- Introduction to Applied Linear Algebra