Projects
Interactive tools, calculators, and research explorations.
Mar 20, 2026
→
MTG Hand Evaluator: ML Model Comparison on Opening Hands
Predicting opening hand win rates in Magic: The Gathering Limited using five ML models — from logistic regression to card embeddings — with an interactive Streamlit dashboard.
Mar 6, 2026
→
NMF: Derivation of Update Rules & Convergence Proof
A self-contained derivation of Lee & Seung's multiplicative update rules for Non-Negative Matrix Factorization, with full convergence proofs for both the Euclidean and divergence objectives.
Mar 5, 2026
→
TR-NMF: Temporally-Regularized Non-Negative Matrix Factorization
A research roadmap for developing a novel NMF variant that exploits temporal ordering in longitudinal data — objectives, reading list, and key gaps in the literature.
Mar 1, 2026
→Lactate Threshold Calculator
Interactive lactate threshold estimation using OBLA, Baseline+, Dmax, Modified Dmax, Log-log, and LTP methods — with LT1/LT2 physiological framing.