Posts
All the articles I've posted.
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[Voronoi Diagrams teaching Machine Learning] · Part 1
[Voronoi Diagrams teaching ML] Part 1: Centroidal Voronoi Tessellations
The mathematical evolution of a millennia-old problem — Voronoi cell formalism, Gersho's conjecture, and the limits of dimensionality.
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[ML Deep Dives] · Part 1
[ML Deep Dives] Part 1: The Linear Algebra of PCA
A mathematical deep dive into Principal Component Analysis, exploring eigenvectors, eigenvalues, and variance maximization.
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[ML Deep Dives] · Part 2
[ML Deep Dives] Part 2: Logistic Regression & The Geometry of L1/L2
An in-depth analysis of L1 and L2 regularization, comparing their geometric constraints and impact on high-dimensional feature spaces.
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Black-Scholes
Notes on the Black-Scholes model for European option pricing — from the SDE of geometric Brownian motion to the closed-form call and put formulas.