Search - Lecture 0 - CS50's Introduction to Artificial Intelligence with Python 2020

Опис:

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 course's 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.