S.P.KUMAR
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Research Notes

A digital garden of my technical explorations and study materials.

Apr 25, 2026

Markov Chain Monte Carlo (MCMC)

Markov Chain Monte Carlo (MCMC) Explained with Proof and Intuition.

Markov ChainsInformation TheoryData Science
Mar 29, 2026

Separating Gaussians

How to distinguish points from same gaussian and different gaussians.

Data ScienceSVDMathematicsDatasets
Mar 24, 2026

Singular Value Decomposition

Intution and logic behind SVD

Data ScienceSVDMathematicsDatasets
Mar 22, 2026

Foundations of Data Science: High Dimensional Geometry

Notes and reflections on the geometric properties of high-dimensional data, based on the 'Foundations of Data Science' text.

Data ScienceGeometryMathematics

© 2026 S.P. Kumar Challa. Built with Next.js and MDX.

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