crรจme de la crรจme of AI courses
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๐ 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!
๐ 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!
๐งโ๐courses & resources
topic | format | difficulty | release year | price | course |
---|---|---|---|---|---|
Deep Learning | website | ๐ฉโฌโฌ | 2023 | free | Deep Learning Fundamentals -- Learning Deep Learning Using a Modern Open-Source Stack. by Sebastian Raschka |
Large Language Models | YouTube playlist | ๐ฉ๐ฉโฌ | 2023 | free | LLM Bootcamp - Spring 2023 by The Full Stack |
Python | YouTube playlist | ๐ฉโฌโฌ | 2023 | free | CS50: Introduction to Programming with Python by Harvard University x freeCodeCamp.org |
Stable Diffusion and Deep Learning | website | ๐ฉ๐ฉโฌ | 2023 | free | Practical Deep Learning for Coders part 2: Deep Learning Foundations to Stable Diffusion by fast.ai |
Deep Learning | YouTube playlist | ๐ฉโฌโฌ | 2023 | free | 6.S191: Introduction to Deep Learning by Massachusetts Institute of Technology |
Deep Learning | YouTube playlist | ๐ฉโฌโฌ | 2023 | free | Neural Networks: Zero to Hero by Andrej Karpathy |
Large Language Models and Prompt Engineering | website | ๐ฉโฌโฌ | 2023 | free | Prompt Engineering Guide by DAIR.AI |
Computer Vision | YouTube playlist | ๐ฉโฌโฌ | 2023 | free | Computer Vision in Practice by Piotr Skalski x Roboflow |
Natural Language Processing | YouTube playlist | ๐ฉ๐ฉโฌ | 2023 | free | CS685: Advanced Natural Language Processing by University of Massachusetts |
Machine Learning | YouTube playlist | ๐ฉ๐ฉโฌ | 2022 | free | CS229: Machine Learning by Stanford University |
MLOps | YouTube playlist | ๐ฉ๐ฉโฌ | 2022 | free | Machine Learning Engineering for Production by Andrew Y. Ng |
Multimodal Machine Learning | YouTube playlist | ๐ฉ๐ฉ๐ฉ | 2022 | free | 11-777: Multimodal Machine Learning by Carnegie Mellon University |
Deep Multi-Task and Meta Learning | YouTube playlist | ๐ฉ๐ฉ๐ฉ | 2022 | free | CS330 Deep Multi-Task and Meta Learning by Stanford University |
Deep Learning | YouTube playlist | ๐ฉโฌโฌ | 2022 | free | Practical Deep Learning for Coders by fast.ai |
Natural Language Processing | YouTube playlist | ๐ฉ๐ฉโฌ | 2021 | free | CS224U: Natural Language Understanding by Stanford University |
Transformers | YouTube playlist | ๐ฉ๐ฉ๐ฉ | 2021 | free | CS25: Transformers United by Stanford University |
Deep Learning | YouTube playlist | ๐ฉ๐ฉโฌ | 2021 | free | NYU-DLSP21: NYU Deep Learning Spring by New York University |
Natural Language Processing and Transformers | website | ๐ฉโฌโฌ | 2021 | free | NLP Course by Hugging Face |
Deep Learning | book | ๐ฉโฌโฌ | 2021 | free | Dive into Deep Learning by d2l.ai |
Reinforcement Learning | YouTube playlist | ๐ฉ๐ฉ๐ฉ | 2021 | free | Reinforcement Learning Course by DeepMind x University College London |
Natural Language Processing | YouTube playlist | ๐ฉ๐ฉโฌ | 2021 | free | CS224N: Natural Language Processing with Deep Learning by Stanford University |
Deep Learning | YouTube playlist | ๐ฉ๐ฉโฌ | 2020 | free | Deep Learning Lecture Series by DeepMind x University College London |
Linear Algebra | website | ๐ฉ๐ฉ๐ฉ | 2019 | free | Advanced Linear Algebra - Foundations to Frontiers by Margaret E. Myers & Robert A. van de Geijn |
Artificial Intelligence | Youtube playlist | ๐ฉ๐ฉโฌ | 2019 | free | Stanford CS221: Artificial Intelligence: Principles and Techniques by Stanford University |
Computer Vision | Youtube playlist | ๐ฉ๐ฉโฌ | 2019 | free | University of Michigan EECS 498.008 / 598.008: Deep Learning for Computer Vision by University of Michigan |
Computer Vision | YouTube playlist | ๐ฉ๐ฉโฌ | 2018 | free | CS231n: Deep Learning for Computer Vision by Stanford University |
Statistics and Probability | YouTube playlist | ๐ฉโฌโฌ | 2013 | free | Statistics 110: Probability by Harvard University |
๐ฆธ 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! ๐