| --- |
| license: other |
| task_categories: |
| - video-text-to-text |
| language: |
| - en |
| tags: |
| - lectures |
| - machine-learning |
| - education |
| --- |
| |
| # ML/Math Lecture Archive |
|
|
| Archived lecture videos (1080p MP4) with English subtitles (`.vtt`) from publicly |
| available university course recordings on YouTube. |
|
|
| 251 videos, ~71 GB. |
|
|
| ## Contents |
|
|
| | Folder | Course | Videos | |
| |---|---|---| |
| | `18.065_Strang/` | MIT 18.065 — Matrix Methods in Data Analysis, Signal Processing, and Machine Learning (Gilbert Strang) | 36 | |
| | `18.06SC_LinearAlgebra/` | MIT 18.06SC — Linear Algebra, Fall 2011 (Gilbert Strang) | 74 | |
| | `CS109_Piech/` | Stanford CS109 — Introduction to Probability for Computer Scientists, 2022 (Chris Piech) | 29 | |
| | `CS221_2025/` | Stanford CS221 — Artificial Intelligence: Principles and Techniques, Autumn 2025 | 20 | |
| | `CS229_2026/` | Stanford CS229 — Machine Learning, Spring 2026 | 17 | |
| | `CS231N_2025/` | Stanford CS231N — Deep Learning for Computer Vision, 2025 | 18 | |
| | `CS336_2026/` | Stanford CS336 — Language Modeling from Scratch, Spring 2026 | 18 | |
| | `CS224N_2024/` | Stanford CS224N — NLP with Deep Learning, Spring 2024 (Christopher Manning) | 23 | |
| | `3B1B_LinearAlgebra/` | 3Blue1Brown — Essence of Linear Algebra (Grant Sanderson) | 16 | |
|
|
| Each video is accompanied by subtitle files. Human-authored captions are stored as |
| `*.en-US.vtt` where available; automatic captions as `*.en.vtt` / `*.en-orig.vtt`. |
|
|
| ## Licensing and attribution |
|
|
| **These recordings are not original work of the uploader.** Copyright remains with the |
| respective institutions and instructors. |
|
|
| - **MIT 18.065** is from [MIT OpenCourseWare](https://ocw.mit.edu/), licensed |
| [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). |
| Attribution: Gilbert Strang, MIT OpenCourseWare. |
| - **MIT 18.06SC** is from [MIT OpenCourseWare](https://ocw.mit.edu/), licensed |
| [CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/). |
| Attribution: Gilbert Strang, MIT OpenCourseWare. |
| - **Stanford courses** are published by Stanford Online on YouTube under the standard |
| YouTube license. |
| - **3Blue1Brown — Essence of Linear Algebra** is published by Grant Sanderson on YouTube |
| under the standard YouTube license. They are included here for personal/educational archival reference |
| only, and **no redistribution rights are granted**. |
|
|
| If you are a rights holder and want material removed, open a discussion on this |
| repository and it will be taken down. |
|
|
