Study Resources
Books
- Introduction to Linear Algebra
- Introduction to Probability for Computing
- Algorithms
- Numerical Recipes: The Art of Scientific Computing
- Pattern Recognition and Machine Learning
- The Elements of Statistical Learning
- Probabilistic Machine Learning
- Foundations of Machine Learning
- The Algorithmic Foundations of Differential Privacy
- The Complexity of Differential Privacy
- Introduction to Modern Cryptography
- Effective Python
Courses
- MIT 18.06 Linear Algebra
- Coursera Algorithms Part 1 and Part 2
- Stanford CS229 Machine Learning
- Coursera Deep Learning Specialization
- Coursera Cryptography
- MIT The Missing Semester of Your CS Education