00:00:00 – Natural Language Processing
00:05:19 – Formal Grammars
00:13:19 – n-grams
00:16:56 – Markov Chains
00:19:09 – Naive Bayes
00:31:13 – Word Representation
00:35:40 – word2vec
00:48:38 – Attention
00:54:15 – Transformers
01:03:30 – Artificial Intelligence
This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory behind graph search algorithms, classification, optimization, reinforcement learning, and other topics in artificial intelligence and machine learning as they incorporate them into their own Python programs. By course’s end, students emerge with experience in libraries for machine learning as well as knowledge of artificial intelligence principles that enable them to design intelligent systems of their own.
https://www.youtube.com/playlist?list=PLhQjrBD2T382Nz7z1AEXmioc27axa19Kv
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This is CS50, Harvard University’s introduction to the intellectual enterprises of computer science and the art of programming.
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CS50 SHOP
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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
malan@harvard.edu
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