CS50: Introduction to Artificial Intelligence with Python - 2020
Harvard, , Prof. David J. Malan
Updated On 02 Feb, 19
Harvard, , Prof. David J. Malan
Updated On 02 Feb, 19
Learn to use machine learning in Python in this introductory course on artificial intelligence.
4.1 ( 11 )
00:00:00 - Introduction
00:00:15 - Language
00:04:55 - Syntax and Semantics
00:10:23 - Context-Free Grammar
00:20:35 - nltk
00:28:00 - n-grams
00:30:28 - Tokenization
00:38:00 - Markov Models
00:42:41 - Bag-of-Words Model
00:46:38 - Naive Bayes
01:09:18 - Information Retrieval
01:12:06 - tf-idf
01:21:04 - Information Extraction
01:30:13 - WordNet
01:32:06 - Word Representation
01:38:18 - word2vec
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 courses 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
***
This is CS50, Harvard Universitys 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/
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
malan@harvard.edu
Sam
Sep 12, 2018
Excellent course helped me understand topic that i couldn't while attendinfg my college.
Dembe
March 29, 2019
Great course. Thank you very much.