Blog (mostly math)

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“In mathematics you don’t understand things. You just get used to them.” - Von Neumann. It seems the same holds for everything. Read more

Laplacian in Spherical Coordinates

[This is a brute-force way to compute the Laplacian in spherical coordinates.] Refs: “Advanced Engineering Mathematics” by Kreyszig. Youtube video: “Converting the Laplacian to Spherical Coords” by Todd Yilk. Link to the video: Link. [Spherical Coordinates] Recall Spherical Coordinates Note that spherical to c... Read more

UW ML-1 Case Studies

Ref: Coursera - University of Washington Machine Learning Course. Link to the course: Link. ROUGH NOTES (!) Updated: 7/6/26 MACHINE LEARNING We will consider MACHINE LEARNING: CASE STUDIES [Machine learning is changing the world] Old view of ML Data -> ML Algorithm -> “My curve is better than your curve” -> Write a paper. Int... Read more

Bridging AI

Link to Bridging AI courses: Link, Link. Read more

Stein Lemma

[This is a heuristic explanation.] Ref: “Inference and Learning from Data” by Sayed. “A multivariate version of Stein’s identity” by Arnold, Castillo, Sarabia. Lem [Stein Lemma] Let ${ \mathbf{x} \in \mathbb{R} ^p }$ be a Gaussian random vector ${ \mathbf{x} \sim N(\overline{x}, R _x) }$ with ${ R _x > 0 . }$ Let ... Read more