Table of Contents

  1. Fundamentals
  2. Typical Data Structures
  3. 40 AI/ML Algorithms Overview
  4. Basic Supervised Learning Algorithms
  5. Advanced Supervised Learning Algorithms
  6. Basic Unsupervised Learning Algorithms
  7. Advanced Unsupervised Learning Algorithms
  8. Basic Reinforcement Learning Algorithms
  9. Advanced Reinforcement Learning Algorithms 
  10. Basic Semi-Supervised Learning Algorithms
  11. Advanced Semi-Supervised Learning Algorithms
  12. Natural Language Processing
  13. Computer Vision
  14. Large-Scale Algorithms
  15. Outlook into the Future: Quantum Machine Learning