CS50 2020 - Artificial Intelligence

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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. *** This is CS50, Harvard University's introduction to the intellectual enterprises of computer science and the art of programming. *** HOW TO SUBSCRIBE http://www.youtube.com/subscription_center?add_user=cs50tv HOW TO TAKE CS50 edX: https://cs50.edx.org/ Harvard Extension School: https://cs50.harvard.edu/extension Harvard Summer School: https://cs50.harvard.edu/summer OpenCourseWare: https://cs50.harvard.edu/x HOW TO JOIN CS50 COMMUNITIES Discord: https://discord.gg/T8QZqRx Ed: https://cs50.harvard.edu/x/ed Facebook Group: https://www.facebook.com/groups/cs50/ Faceboook Page: https://www.facebook.com/cs50/ GitHub: https://github.com/cs50 Gitter: https://gitter.im/cs50/x Instagra

Published 2020-12-31 · Watch on YouTube ↗
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