crème de la crème of AI courses

👋 hello

This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI). Whether you're a beginner or an experienced learner, there's something here for everyone!

👀 looking for ideas

I am looking for a good free course on statistics, linear algebra, integrals and derivatives that could be a good mathematical training for people who want to start a career in ML. I look forward to hearing your ideas!

🧑‍🎓courses & resources

topic	format	difficulty	release year	price	course
Generative AI	GitHub repository	🟩⬜⬜	2023	free	Generative AI for Beginners by Microsoft
Deep Learning	YouTube playlist	🟩🟩⬜	2023	free	6.5940 TinyML and Efficient Deep Learning Computing by Massachusetts Institute of Technology
Natural Language Processing	YouTube playlist	🟩🟩⬜	2023	free	Natural Language Processing by The University of Texas at Austin
Deep Learning	website	🟩⬜⬜	2023	free	Deep Learning Fundamentals - Learning Deep Learning Using a Modern Open-Source Stack by Sebastian Raschka
Large Language Models	YouTube playlist	🟩🟩⬜	2023	free	LLM Bootcamp - Spring 2023 by The Full Stack
Python	YouTube playlist	🟩⬜⬜	2023	free	CS50: Introduction to Programming with Python by Harvard University x freeCodeCamp.org
Stable Diffusion and Deep Learning	website	🟩🟩⬜	2023	free	Practical Deep Learning for Coders part 2: Deep Learning Foundations to Stable Diffusion by fast.ai
Deep Learning	YouTube playlist	🟩⬜⬜	2023	free	6.S191: Introduction to Deep Learning by Massachusetts Institute of Technology
Deep Learning	YouTube playlist	🟩⬜⬜	2023	free	Neural Networks: Zero to Hero by Andrej Karpathy
Large Language Models and Prompt Engineering	website	🟩⬜⬜	2023	free	Prompt Engineering Guide by DAIR.AI
Computer Vision	YouTube playlist	🟩⬜⬜	2023	free	Computer Vision in Practice by Piotr Skalski x Roboflow
Natural Language Processing	YouTube playlist	🟩🟩⬜	2023	free	CS685: Advanced Natural Language Processing by University of Massachusetts
Linear Algebra	YouTube playlist	🟩⬜⬜	2022	free	Linear Algebra for Data Science by Shaina Race
Machine Learning	YouTube playlist	🟩🟩⬜	2022	free	CS229: Machine Learning by Stanford University
MLOps	YouTube playlist	🟩🟩⬜	2022	free	Machine Learning Engineering for Production by Andrew Y. Ng
Multimodal Machine Learning	YouTube playlist	🟩🟩🟩	2022	free	11-777: Multimodal Machine Learning by Carnegie Mellon University
Deep Multi-Task and Meta Learning	YouTube playlist	🟩🟩🟩	2022	free	CS330 Deep Multi-Task and Meta Learning by Stanford University
Deep Learning	YouTube playlist	🟩⬜⬜	2022	free	Practical Deep Learning for Coders by fast.ai
Deep Learning	YouTube playlist	🟩⬜⬜	2021	free	Neural Networks from Scratch in Python by Sentdex
Natural Language Processing	YouTube playlist	🟩🟩⬜	2021	free	CS224U: Natural Language Understanding by Stanford University
Transformers	YouTube playlist	🟩🟩🟩	2021	free	CS25: Transformers United by Stanford University
Deep Learning	YouTube playlist	🟩🟩⬜	2021	free	NYU-DLSP21: NYU Deep Learning Spring by New York University
Natural Language Processing and Transformers	website	🟩⬜⬜	2021	free	NLP Course by Hugging Face
Deep Learning	book	🟩⬜⬜	2021	free	Dive into Deep Learning by d2l.ai
Reinforcement Learning	YouTube playlist	🟩🟩🟩	2021	free	Reinforcement Learning Course by DeepMind x University College London
Natural Language Processing	YouTube playlist	🟩🟩⬜	2021	free	CS224N: Natural Language Processing with Deep Learning by Stanford University
Deep Learning	YouTube playlist	🟩🟩⬜	2020	free	Deep Learning Lecture Series by DeepMind x University College London
Linear Algebra	website	🟩🟩🟩	2019	free	Advanced Linear Algebra - Foundations to Frontiers by Margaret E. Myers & Robert A. van de Geijn
Artificial Intelligence	Youtube playlist	🟩🟩⬜	2019	free	Stanford CS221: Artificial Intelligence: Principles and Techniques by Stanford University
Computer Vision	Youtube playlist	🟩🟩⬜	2019	free	University of Michigan EECS 498.008 / 598.008: Deep Learning for Computer Vision by University of Michigan
Computer Vision	YouTube playlist	🟩🟩⬜	2018	free	CS231n: Deep Learning for Computer Vision by Stanford University
Statistics and Probability	YouTube playlist	🟩⬜⬜	2013	free	Statistics 110: Probability by Harvard University

🦸 contribution

We would love your help in making this repository even better! If you know of an amazing AI course that isn't listed here, or if you have any suggestions for improvement, feel free to open an issue or submit a pull request. If you feel up to the task, please take a peek at our contribution guide.

Together, let's make this the best AI learning hub on GitHub! 🚀