This repository contains a curated list of free and high-quality resources for learning various topics in artificial intelligence, including deep learning, natural language processing, computer vision, reinforcement learning, MLOps, multimodal machine learning, transformers, and prompt engineering. The resources are available in various formats, such as websites, YouTube playlists, and books, and are rated by difficulty and release year. The repository also includes links to related courses that can be taken for a deeper understanding of the topics.
| Topic | Format | Difficulty | Release Year | Price | Course |
|---|---|---|---|---|---|
| Stable Diffusion and Deep Learning | Website | 1️⃣2️⃣ |
2023 | free | Practical Deep Learning for Coders part 2: Deep Learning Foundations to Stable Diffusion by fast.ai |
| Deep Learning | YouTube playlist | 1️⃣ |
2023 | free | 6.S191: Introduction to Deep Learning by Massachusetts Institute of Technology |
| Deep Learning | YouTube playlist | 1️⃣ |
2023 | free | Neural Networks: Zero to Hero by Andrej Karpathy |
| Large Language Models and Prompt Engineering | Website | 1️⃣ |
2023 | free | Prompt Engineering Guide by DAIR.AI |
| MLOps | YouTube playlist | 1️⃣2️⃣ |
2022 | free | Machine Learning Engineering for Production by Andrew Y. Ng |
| Multimodal Machine Learning | YouTube playlist | 1️⃣2️⃣3️⃣ |
2022 | free | 11-777: Multimodal Machine Learning by Carnegie Mellon University |
| Deep Learning | YouTube playlist | 1️⃣ |
2022 | free | Practical Deep Learning for Coders by fast.ai |
| Transformers | YouTube playlist | 1️⃣2️⃣3️⃣ |
2021 | free | CS25: Transformers United by Stanford University |
| Deep Learning | YouTube playlist | 1️⃣2️⃣ | 2021 | free | NYU-DLSP21: NYU Deep Learning Spring by New York University |
| Natural Language Processing and Transformers | Website | 1️⃣ |
2021 | free | NLP Course by Hugging Face |
| Deep Learning | Book | 1️⃣ |
2021 | free | Dive into Deep Learning by d2l.ai |
| Reinforcement Learning | YouTube playlist | 1️⃣2️⃣3️⃣ |
2021 | free | Reinforcement Learning Course by DeepMind x University College London |
| Natural Language Processing | YouTube playlist | 1️⃣2️⃣ |
2021 | free | CS224N: Natural Language Processing with Deep Learning by Stanford University |
| Deep Learning | YouTube playlist | 1️⃣2️⃣ |
2020 | free | Deep Learning Lecture Series by DeepMind x University College London |
| Computer Vision | YouTube playlist | 1️⃣2️⃣ |
2018 | free | CS231n: Deep Learning for Computer Vision by Stanford University |
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.
Together, let's make this the best AI learning hub on GitHub! 🚀