Projects

Same Signal, Opposite Signs: Climate Risk in Cotton and Rubber Prices

El Niño pushes rubber up and cotton down. Building an early-warning system for climate-driven commodity price shocks. A graduate capstone sponsored by Nike.

Jul 26, 2026

From Notebook to Production: What Sentiment Analysis Actually Takes

24 min

Machine Learning

ML Engineering

Sentiment Classification

A practitioner’s account of building a production-ready classifier on 130 million Amazon reviews, and everything a Jupyter notebook doesn’t teach you.

May 25, 2026

Steam Recommender System

End-to-end recommender system pipeline: ingesting 5M+ Steam playtime records, applying implicit-feedback ALS, and achieving 79.79% NDCG@10 on held-out data.

Jan 19, 2026

Categories

Same Signal, Opposite Signs: Climate Risk in Cotton and Rubber Prices

From Notebook to Production: What Sentiment Analysis Actually Takes

Steam Recommender System