CS50 2020 - Artificial Intelligence
TABLE OF CONTENTS
00:00:00 - Introduction
00:00:49 - Decision-Making
00:06:44 - Decision Trees
00:11:16 - Minimax
00:20:49 - Depth-Limited Minimax
00:22:25 - Search
00:23:53 - Depth-First Search
00:27:52 - Breadth-First Search
00:30:57 - Heuristics
00:33:28 - Greedy Best-First Search
00:38:23 - A* Search
00:45:23 - Reinforcement Learning
00:48:22 - Explore vs. Exploit
00:50:33 - Reinforcement Learning Demo
00:52:33 - Genetic Algorithms
00:54:51 - Genetic Algorithms Demo
01:01:31 - Genetic Algorithms (continued)
01:02:31 - Neural Networks
With thanks to Samuel Arzt of https://youtube.com/SamuelArzt for Deep Learning Cars, https://youtu.be/Aut32pR5PQA, and to Petar Kormushev, https://www.youtube.com/user/PetarKormushev, et al. for Robot Learns to Flip Pancakes, https://youtu.be/W_gxLKSsSIE.
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Chapters (18)
Introduction
0:49
Decision-Making
6:44
Decision Trees
11:16
Minimax
20:49
Depth-Limited Minimax
22:25
Search
23:53
Depth-First Search
27:52
Breadth-First Search
30:57
Heuristics
33:28
Greedy Best-First Search
38:23
A* Search
45:23
Reinforcement Learning
48:22
Explore vs. Exploit
50:33
Reinforcement Learning Demo
52:33
Genetic Algorithms
54:51
Genetic Algorithms Demo
1:01:31
Genetic Algorithms (continued)
1:02:31
Neural Networks
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