Artificial Intelligence Courses and Certifications

Dave Churchill

Introduction to Artificial Intelligence: A* Search Algorithm and Optimizations - Lecture 6

Implement A* pathfinding for a grid game, then speed it up with connectivity checks and more efficient legal-action and search-list operations.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Dave Churchill

Intro to Artificial Intelligence - Heuristic Search and the A* Algorithm - Lecture 5

Explains heuristic search and the A* algorithm as techniques for problem-solving in artificial intelligence.

• YouTube
• 1 hour 7 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to Artificial Intelligence: Deep Neural Networks - Lecture 19

Shows how deep neural networks build visual features through edge detection, pooling, and repeated processing, then explores how their behavior can be inspected or tricked.

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

Dave Churchill

Introduction to Artificial Intelligence - Neural Networks - Lecture 18

An introductory artificial intelligence lecture focused on neural networks.

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

Dave Churchill

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

Monte Carlo reinforcement learning methods are developed through prediction, policy iteration, and blackjack examples.

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

Dave Churchill

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

A lecture on Markov decision processes and dynamic programming as techniques for AI problem solving.

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

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 14

A lecture in an introductory AI course dedicated to bandit algorithms.

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

Dave Churchill

Introduction to Artificial Intelligence: Reinforcement Learning - Lecture 13

Explore reinforcement learning through Cart Pole and Mountain Car examples, from policies and rewards to the exploration–exploitation tradeoff.

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

Dave Churchill

Introduction to Artificial Intelligence: Neural Networks - Lecture 20

An introductory lecture on neural networks within a graduate artificial intelligence course.

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

Dave Churchill

Intro to Artificial Intelligence - Temporal Difference Learning - Lecture 19

A lecture on temporal-difference learning in an introductory AI course where techniques are applied to simple games.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Dave Churchill

Intro to Artificial Intelligence - RL Monte Carlo Methods - Lecture 18

A lecture examines Monte Carlo methods for reinforcement learning within an introductory artificial intelligence course.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Dave Churchill

Intro to Artificial Intelligence - Markov Decision Process (MDP) - Lecture 17

A lecture focused on Markov decision processes within an introductory artificial intelligence course.

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

Dave Churchill

Introduction to Artificial Intelligence - Bandit Algorithms - Lecture 16

This lecture focuses on bandit algorithms within a graduate introduction to artificial intelligence.

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

VinAI

Neurosymbolic Artificial Intelligence: Theory, Applications, and Challenges

See how symbolic knowledge can be integrated into neural networks to strengthen reasoning and address limits such as opacity and data hunger.

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

Stanford Department of Medicine

Transforming Hearing Aids Into Multifunctional Communication and Health Devices with Artificial Intelligence - 8 May 2024

Experts discuss how artificial intelligence can turn hearing aids into multifunctional communication and health devices.

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