CS50 2020 - Artificial Intelligence

Name: CS50 2020 - Artificial Intelligence
Uploaded: 2020-12-31T18:03:20Z
Channel: CS50
Description: 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...

CS50 · Beginner ·📐 ML Fundamentals ·5y ago

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/Sam…

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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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