Foundations of Deep Learning and AI

Welcome

This website is a rigorous, encyclopedic reference on the mathematical foundations of
Deep Learning and Artificial Intelligence.

Inspired by Wolfram MathWorld:

• Atomic concept pages
• Precise definitions
• Mathematical structure
• Dense cross-linking

Core Concepts

• Neural Network
• Loss Function
• Gradient Descent
• Backpropagation

Scope

Focus:

• Mathematical formulation
• Theory and structure
• Limitations and assumptions

Avoids:

• Hype
• Trends
• Tutorials