Study Resources

Books

• Introduction to Linear Algebra
• 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