S.P.KUMAR
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Research Notes

A digital garden of my technical explorations and study materials.

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
Mar 24, 2024

Understanding Transformer Architectures

A breakdown of multi-head attention and the mathematical foundations of transformer-based models.

AIArchitectureNeural Networks

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

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