Chapter 1

Introduction to AI

Definition and history of AI

medium • 1 min read

Intelligent agents

medium • 2 min read

Environment types

medium • 3 min read

Problem-solving as search

medium • 4 min read

Uninformed search strategies (BFS, DFS)

medium • 5 min read

Chapter 2

Heuristic Search

Informed search strategies (Greedy, A*)

medium • 1 min read

Heuristic functions

medium • 2 min read

Local search algorithms (Hill-climbing, Simulated annealing)

medium • 3 min read

Genetic algorithms

medium • 4 min read

Adversarial search (Minimax, Alpha-beta pruning)

medium • 5 min read

Chapter 3

Knowledge Representation

Propositional logic

medium • 1 min read

First-order logic

medium • 2 min read

Inference in first-order logic

medium • 3 min read

Forward and backward chaining

medium • 4 min read

Resolution

medium • 5 min read

Chapter 4

Planning and Learning

Classical planning

medium • 1 min read

Planning with state-space search

medium • 2 min read

Forms of learning

medium • 3 min read

Supervised learning

medium • 4 min read

Decision trees

medium • 5 min read

Chapter 5

Advanced Topics

Natural Language Processing (NLP)

medium • 1 min read

Expert systems

medium • 2 min read

Neural networks basics

medium • 3 min read

Fuzzy logic

medium • 4 min read

Robotics concepts

medium • 5 min read