Dave Churchill Courses

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 16

Explore bandit algorithms in AI, learning key techniques for optimizing decision-making in uncertain environments through practical applications and examples.

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

Introduction to Artificial Intelligence - Lecture 15: Intro to Reinforcement Learning

Explore reinforcement learning fundamentals, including key concepts and applications in AI problem-solving environments for modern algorithmic techniques.

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

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