---
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.