machine-learning.md

Machine Learning

📖 Books

• Deep Learning Foundations and Concepts (Christopher Bishop, Hugh Bishop, 2023)
• Probabilistic Machine Learning (Kevin Murphy)
  • An Introduction
  • Advanced Topics
• Introduction to Probability for Data Science
• Statistical Rethinking + lectures and code

🎥 Courses

• Deep Learning Specialization (Coursera, DeepLearning.ai)
• Advanced NLP (CMU, 2025)
• TinyML and Efficient Deep Learning Computing (2024, MIT)
• Transformers United (2024, Stanford)
• Deep Generative Systems (2023, Stanford)
• Machine Learning with Graphs + lectures (2021, Stanford)

Misc

• awesomeMLSys
• Andrej Karpathy videos
• Jax scaling book