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@@ -15,7 +15,7 @@ tags:
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  Archived lecture videos (1080p MP4) with English subtitles (`.vtt`) from publicly
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  available university course recordings on YouTube.
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- 267 videos, ~72 GB.
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  ## Contents
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@@ -30,7 +30,7 @@ available university course recordings on YouTube.
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  | `CS336_2026/` | Stanford CS336 — Language Modeling from Scratch, Spring 2026 | 18 |
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  | `CS224N_2024/` | Stanford CS224N — NLP with Deep Learning, Spring 2024 (Christopher Manning) | 23 |
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  | `3B1B_LinearAlgebra/` | 3Blue1Brown — Essence of Linear Algebra (Grant Sanderson) | 16 |
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- | `StatQuest_Stats/` | StatQuest — Statistical inference: standard error, confidence intervals, hypothesis testing, p-values, FDR, statistical power, t-tests, R-squared, Q-Q plots, correlation (Josh Starmer) | 16 |
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  Each video is accompanied by subtitle files. Human-authored captions are stored as
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  `*.en-US.vtt` where available; automatic captions as `*.en.vtt` / `*.en-orig.vtt`.
@@ -51,8 +51,12 @@ respective institutions and instructors.
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  - **3Blue1Brown — Essence of Linear Algebra** is published by Grant Sanderson on YouTube
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  under the standard YouTube license.
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  - **StatQuest** videos are published by Josh Starmer on YouTube under the standard
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- YouTube license. They are included here for personal/educational archival reference
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- only, and **no redistribution rights are granted**.
 
 
 
 
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  If you are a rights holder and want material removed, open a discussion on this
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  repository and it will be taken down.
 
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  Archived lecture videos (1080p MP4) with English subtitles (`.vtt`) from publicly
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  available university course recordings on YouTube.
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+ 268 videos, ~72 GB.
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  ## Contents
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  | `CS336_2026/` | Stanford CS336 — Language Modeling from Scratch, Spring 2026 | 18 |
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  | `CS224N_2024/` | Stanford CS224N — NLP with Deep Learning, Spring 2024 (Christopher Manning) | 23 |
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  | `3B1B_LinearAlgebra/` | 3Blue1Brown — Essence of Linear Algebra (Grant Sanderson) | 16 |
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+ | `StatQuest_Stats/` | StatQuest — Statistical inference: standard error, confidence intervals, hypothesis testing, p-values, FDR, statistical power, t-tests, R-squared, Q-Q plots, correlation (Josh Starmer), plus one video on Spearman rank correlation by numiqo | 17 |
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  Each video is accompanied by subtitle files. Human-authored captions are stored as
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  `*.en-US.vtt` where available; automatic captions as `*.en.vtt` / `*.en-orig.vtt`.
 
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  - **3Blue1Brown — Essence of Linear Algebra** is published by Grant Sanderson on YouTube
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  under the standard YouTube license.
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  - **StatQuest** videos are published by Josh Starmer on YouTube under the standard
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+ YouTube license.
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+ - `StatQuest_Stats/17` (Spearman rank correlation) is not a StatQuest video: it is
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+ published by numiqo on YouTube under the standard YouTube license.
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+
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+ All YouTube-licensed material above is included here for personal/educational archival
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+ reference only, and **no redistribution rights are granted**.
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  If you are a rights holder and want material removed, open a discussion on this
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  repository and it will be taken down.