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 Instagram: https://instagram.com/cs50 LinkedIn Group: https://www.linkedin.com/groups/7437240/ LinkedIn Page: https://www.linkedin.com/school/cs50/ Reddit: https://www.reddit.com/r/cs50/ Quora: https://www.quora.com/topic/CS50 Slack: https://cs50.edx.org/slack Snapchat: https://www.snapchat.com/add/cs50 Twitter: https://twitter.com/cs50 YouTube: http://www.youtube.com/cs50 HOW TO FOLLOW DAVID J. MALAN Facebook: https://www.facebook.com/dmalan GitHub: https://github.com/dmalan Instagram: https://www.instagram.com/davidjmalan/ LinkedIn: https://www.linkedin.com/in/malan/ Quora: https://www.quora.com/profile/David-J-Malan Twitter: https://twitter.com/davidjmalan *** CS50 SHOP https://cs50.harvardshop.com/ *** LICENSE CC BY-NC-SA 4.0 Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International Public License https://creativecommons.org/licenses/by-nc-sa/4.0/ David J. Malan https://cs.harvard.edu/malan [email protected]