CS50: Introduction to Artificial Intelligence with Python - 2020

Lecture Details

00:00:00 - Introduction
00:00:15 - Artificial Intelligence
00:03:14 - Search
00:14:17 - Solving Search Problems
00:25:57 - Depth First Search
00:28:30 - Breadth First Search
00:54:29 - Greedy Best-First Search
01:05:15 - A* Search
01:12:01 - Adversarial Search
01:14:09 - Minimax
01:36:17 - Alpha-Beta Pruning
01:45:28 - Depth-Limited Minimax

This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory behind graph search algorithms, classification, optimization, reinforcement learning, and other topics in artificial intelligence and machine learning as they incorporate them into their own Python programs. By courses end, students emerge with experience in libraries for machine learning as well as knowledge of artificial intelligence principles that enable them to design intelligent systems of their own.

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LICENSE

CC BY-NC-SA 4.0
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License
https://creativecommons.org/licenses/by-nc-sa/4.0/

David J. Malan
https://cs.harvard.edu/malan
malan@harvard.edu