Dave Churchill Courses

Introduction to Artificial Intelligence - Lecture 14: Assignment 4

Explore algorithmic techniques and data structures for AI problem-solving, applying learned concepts to simple games in this graduate-level introduction to Artificial Intelligence.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Intro to Artificial Intelligence - Evolutionary Computing - Lecture 13

Explore evolutionary computing techniques for AI problem-solving, including genetic algorithms and their applications in optimization and game AI.

• YouTube
• 1 hour 15 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence: Connect 4 Assignment and AI Techniques - Lecture 12

Explore AI techniques for Connect 4, including GUI controls, game state management, player implementations, and advanced algorithms like Alpha-Beta pruning and Zobrist hashing.

• YouTube
• 52 minutes
• On-Demand
• Free Video

Minimax Search Enhancements in Artificial Intelligence - Lecture 11

Explore advanced Minimax search techniques, including move ordering, bit operations, and transposition tables, to enhance AI game-playing algorithms.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence: MiniMax and AlphaBeta Search - Lecture 10

Explore MiniMax and Alpha-Beta search algorithms for two-player game AI, covering implementation, optimization, and practical applications in decision-making processes.

• YouTube
• 1 hour 21 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence: Game Theory and Matrix Games - Lecture 8

Explore game theory fundamentals and matrix games in AI, covering key concepts and strategies for problem-solving in competitive environments.

• YouTube
• 1 hour
• On-Demand
• Free Video

Introduction to Artificial Intelligence - Game Theory and Nash Equilibrium - Lecture 9

Explore Nash Equilibrium in game theory, learning its applications and significance in strategic decision-making for AI and problem-solving environments.

• YouTube
• 39 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence - Assignment 2 Overview - Lecture 7

Explore advanced AI concepts including heuristic functions, connectivity, optimizations, and bidirectional search. Gain practical insights for implementing efficient problem-solving algorithms in game environments.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence: Hash Functions and Hash Tables - Lecture 6

Explore hash functions and hash tables in AI, covering properties, algorithms, and collision resolution techniques. Learn to implement efficient closed lists for search algorithms.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Heuristic Search and A* Search Algorithm - Lecture 5

Explore heuristic search techniques, including Best-First Search, Greedy Best-First Search, and A* algorithm. Learn about admissible and consistent heuristics, with detailed examples and demonstrations.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence - Assignment 1 and Lecture 4

Explore AI algorithms and data structures through interactive assignments in JavaScript. Learn BFS, DFS, and ID-DFS implementations for problem-solving in game environments.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

Problem Solving and Search in Artificial Intelligence - Lecture 3

Explore problem-solving agents, search algorithms, and graph theory in AI. Learn about BFS, DFS, UCS, and more. Gain practical insights for implementing efficient search strategies.

• YouTube
• 1 hour 27 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence - Agents and Environments - Lecture 2

Explore AI agents and environments, learning key concepts and structures for modern problem-solving in intelligent systems.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence - Lecture 1: Course Introduction and What is AI?

Explore fundamental AI concepts, including the Turing Test and Chinese Room Analogy. Learn about AI applications in games and its capabilities. Gain insights into academic integrity and course expectations.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Introduction to Artificial Intelligence - Agents and Environments - Lecture 2

Explore AI agents and environments, learning key concepts and techniques for modern problem-solving in artificial intelligence.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video