Awesome AI Courses

• A curated list of awesome, free AI courses available on YouTube.
• Courses taught in English are only considered.
• If you're new in this field, I highly recommend the courses listed on section AI, DL or ML.
• If you know good courses not on the list, feel free to open an issue!

Artificial Intelligence (AI)

Year	Title	Info	Links
2021 Autumn	Artificial Intelligence: Principles and Techniques	Stanford CS221	YouTube, Website

Computer Vision (CV)

Year	Title	Info	Links
2019 Fall	Deep Learning for Computer Vision	Michigan EECS 498-007 / 598-005	YouTube, Website
2017 Spring	Convolutional Neural Networks for Visual Recognition	Stanford CS231n	YouTube

Deep Learning (DL)

Year	Title	Info	Links
2023 Spring	Introduction to Deep Learning	CMU 11-785	YouTube, Website
2021 Spring	Deep Learning	NYU DS-GA 1008	YouTube, Website
2021 Spring	Deep Learning	UC Berkeley CS182	YouTube, Website
2018 Autumn	Deep Learning	Stanford CS230	YouTube

Graph

Year	Title	Info	Links
2021 Winter	Machine Learning with Graphs	Stanford CS224W	YouTube, Website

Graphics

Year	Title	Info	Links
2020 Fall	Computer Graphics	CMU 15-462/662	YouTube, Website

Machine Learning (ML)

Year	Title	Info	Links
2023 Summer	Probabilistic Machine Learning	University of Tübingen	YouTube, Website
2020 Spring	Applied Machine Learning	Columbia COMS W4995	YouTube, Website
2019 Summer	Machine Learning	Stanford CS229	YouTube, Website
2018 Fall	Machine Learning for Intelligent Systems	Cornell CS4780	YouTube, Website

Natural Language Processing (NLP)

Year	Title	Info	Links
2022 Fall	Advanced NLP	CMU CS 11-711	YouTube, Website
2021 Spring	Natural Language Understanding	Stanford CS224U	YouTube, Website
2021 Winter	NLP with Deep Learning	Stanford CS224N	YouTube, Website

Reinforcement Learning (RL)

Year	Title	Info	Links
2022 Fall	Deep Reinforcement Learning	UC Berkeley CS285	YouTube, Website
2019 Winter	Reinforcement Learning	Stanford CS234	YouTube, Website
2018 Spring	Reinforcement Learning	Waterloo CS885	YouTube, Website
2015	Introduction to Reinforcement Learning	DeepMind x UCL, David Silver	YouTube, Website

Robotics

Year	Title	Info	Links
2019 Fall	Advanced Robotics	UC Berkeley CS287	YouTube, Website

Theory

Year	Title	Info	Links
2023 Winter	Convex Optimization I	Stanford EE364A	YouTube, Website
2021 Fall	Machine Learning Theory	Stanford CS229M	YouTube, Website
2019 Winter	Information Theory	Stanford EE376A	YouTube, Website
2012 Winter	Information Theory, Pattern Recognition, and Neural Networks	University of Cambridge, David MacKay	YouTube, Website

Unsupervised Learning

Year	Title	Info	Links
2020 Spring	Deep Unsupervised Learning	UC Berkeley CS294-158	YouTube, Website
2020 Spring	Probabilistic Graphical Models	CMU 10-708	YouTube, Website

Other Topics

Year	Title	Info	Links
2024 Winter	Recent Advances on Foundation Models	Waterloo CS886	[unique playlist X], Website
2023 Fall	Transformers United	Stanford CS25	YouTube, Website
2022 Fall	Geometric Deep Learning	AMMI GDL100	YouTube, Website
2021 Fall	Deep Multi-Task and Meta Learning	Stanford CS330	YouTube, Website

Format : |Year|Title|Info|YouTube, Website|