Artificial Intelligence Courses and Certifications

Dave Churchill

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
• Self-Paced
• Free Video

Dave Churchill

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
• Self-Paced
• Free Video

Dave Churchill

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
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence: Neural Networks - Lecture 19

Explore fundamental concepts of neural networks in AI, including structure, functionality, and applications in modern problem-solving environments.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Dave Churchill

Intro to Artificial Intelligence - Temporal Difference Learning - Lecture 18

Explore temporal difference learning and its applications in AI, with practical insights for Assignment 5 implementation.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Dave Churchill

Intro to Artificial Intelligence - RL Monte Carlo Methods - Lecture 17

Explore Monte Carlo methods in reinforcement learning, applying algorithmic techniques to solve AI problems in gaming environments.

• YouTube
• 53 minutes
• Self-Paced
• Free Video

Dave Churchill

COMP3200 - Introduction to Artificial Intelligence - MDP and Dynamic Programming - Lecture 16

Explore Markov Decision Processes and Dynamic Programming in AI, learning algorithmic techniques for modern problem-solving in game environments.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Reinforcement Learning - Lecture 14

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

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Evolutionary Computing - Lecture 12

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

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Hash Functions and Tables - Lecture 7

Explore hash functions and tables in AI, learning algorithmic techniques for efficient data storage and retrieval in modern problem-solving environments.

• YouTube
• 1 hour 13 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence: Deep Neural Networks - Lecture 19

Explore deep neural networks, edge detection, and reinforcement learning in AI, with applications to games and image processing.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Neural Networks - Lecture 18

Explore neural networks' fundamentals, structure, and applications in AI problem-solving, with hands-on assignments applying techniques to simple games.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence: Monte Carlo Reinforcement Learning Methods - Lecture 16

Explore Monte Carlo reinforcement learning methods, including prediction and policy iteration, with applications to Blackjack and matchbox machine learning.

• YouTube
• 49 minutes
• Self-Paced
• Free Video

Dave Churchill

Intro to Artificial Intelligence - MDP and Dynamic Programming - Lecture 15

Explore Markov Decision Processes and Dynamic Programming in AI, learning algorithmic techniques for modern problem-solving in game environments.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 14

Explore bandit algorithms in AI, covering key concepts and applications in problem-solving and decision-making scenarios. Learn techniques for balancing exploration and exploitation.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video