Projects & Thoughts

Customer Segmentation with RFM Analysis
Quickly locating your top customers (and be able to easily explain why they’re the best)

Anomaly Detection using Benford’s Law
Using Number Theory and Statistics to identify potentially fraudulent activity.

Optimizing Restaurant Staff Levels
Use Simulation and Statistics to reduce unnecessary wages and reduce employee fatigue

F1 Accident Prediction with Gaussians
Predicting F1 racing accidents based on track, driver, and telemetry data (from Fast-F1’s API) using a Gaussian framework

Predictors of COVID-19 Cases in Virginia using Bayesian Regression
Using Bayesian Regression to identify factors contributing to COVID-19 cases.

Random Numbers Aren’t so Random
Investigating the inner-workings of random number generators

PCA Derivation
A hand-derivation of PCA (nicely written in LaTeX)

EigenDecomposion
How to compute an EigenDecomposition (again, nicely in LaTeX)