Theory

Supervised learning

Unsupervised learning

Reinforcement learning

Sources:

• Understanding Machine Learning: From Theory to Algorithms, Shai Shalev-Shwartz and Shai Ben-David
  
• Télécom Paris courses
  
• Deep learning classes, Andrew Ng
  
• Wikipedia