Project
Why MAF Flows Where KDE Stalls
Learn why autoregressive flows are the superior density estimation tool for high-dimensional data.
Aug 202515 min read
PyTorchPythonDensity EstimationNormalizing Flows
Blogs & Projects
Exploring statistics and machine learning through research, implementation, and real-world applications
Project
Kaggle Playground Series S5E Model
Top 25% solution for the Kaggle Playground Series S5E comptetition
Sep 20254 min read
Lightgbm KaggleOptunaTabular Data
Blog
The Math Behind Kernel Density Estimation
Exploring the foundations, concepts, and math of kernel density estimation.
Sep 202414 min read
StatisticsMathematicsData Science
Blog
The Kernel Method: Solving Linear Inseparability
Using the kernel trick to transform non-linear data for linear models
Feb 20244 min read
Linear ModelsMachine Learning