AI Bites: The Academic Series

SHORT VIDEO | CS224N: Interpretability


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A bite-sized, visual breakdown of CS224N's guest lecture with Dr. Been Kim! In this NotebookLM Video Short, we look at the mathematical failure of our current interpretability tools and how researchers are extracting alien concepts from AI.

Key Topics:

  • The Saliency Illusion: A visual look at the True Positive vs. False Positive graph, proving why popular AI explanation tools (like SHAP) are no better than random guessing.

  • The ROME Paradox: Visualizing the massive disconnect between where a fact lives in an AI's brain and whether you can successfully edit it.

  • Teaching Magnus Carlsen: A quick look at the pipeline of how AlphaZero translates alien, superhuman concepts into concrete chess puzzles for the World Champion.

Note: This is an AI-generated visual discussion created using Google's NotebookLM, based on publicly available Stanford University course material (specifically CS224N) and personal study notes from my learning journey.

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AI Bites: The Academic SeriesBy Jack Lakkapragada