Published On Dec 31, 2020
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 / samuelarzt for Deep Learning Cars, • Deep Learning Cars , and to Petar Kormushev, / petarkormushev , et al. for Robot Learns to Flip Pancakes, • Robot Learns to Flip Pancakes .
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David J. Malan
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