A place to collaborate and share course notes on all topics related to machine learning, NLP, and AI.
WIP denotes work in progress
🆕 denotes recently published notes
MIT 6.S191 Introduction to Deep Learning (2022) [Website]
Lectures by: Alexander Amini and Ava Soleimany
| Lecture | Description | Video | Notes | Author |
|---|---|---|---|---|
| Introduction to Deep Learning | Basic fundamentals of neural networks and deep learning. | Video | Notes | Elvis |
| RNNs and Transformers | Introduction to recurrent neural networks and transformers. | Video | Notes | Elvis |
| Deep Computer Vision | Deep Neural Networks for Computer Vision. | Video | Notes | Elvis |
| Deep Generative Modeling | Autoencoders and GANs. | Video | Notes | Elvis |
| Deep Reinforcement Learning | Deep RL key concepts and DQNs. | Video | Notes 🆕 | Elvis |
| Limitations and New Frontiers | Limitations and New Frontiers in Deep Learning. | Video | WIP | Elvis |
| Autonomous Driving with LiDAR | Autonomous Driving with LiDAR. | Video | WIP | Elvis |
CS224N: Natural Language Processing with Deep Learning (2022) [Website]
| Lecture | Description | Video | Notes | Author |
|---|---|---|---|---|
| Introduction and Word Vectors | Introduction to NLP and word vectors. | Video | WIP | Elvis |
| Neural Classifiers | Neural Classifiers for NLP. | Video | WIP | Elvis |
- Identify a course and lecture from this list. If you are working on notes for a lecture, please indicate by opening an issue. This avoids duplicate work.
- Write your notes, preferably in a Google document, Notion document, or GitHup repo.
- We care about quality, so make sure to revise your notes before submitting.
- Once you are finished, open a PR here.
If you encounter any problems with the notes? Reach out to the authors of the notes and open issue here.
If you have any questions, open an issue or reach out to me on Twitter.
Join our Discord.
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent