Projects

Uses RDKit molecular descriptors and CatBoost models to estimate seven physical properties of organic molecules directly from SMILES structures.

Trained on ~3,300 cleaned organic compounds. Performs best on critical temperature (R² 0.936) but struggles most on melting point (R² 0.647), where solid-state crystal packing dominates over 2D structure.

Adapts the chemical property predictor pipeline to estimate ionization potential for potential battery-electrolyte candidate molecules.

Evaluated on a quantum-chemistry dataset of ~7,000 molecules using Optuna-tuned CatBoost models, achieving an R² of 0.80–0.82.

Replaces a "slow" Cantera combustion simulation with a fast ML surrogate model to optimize operating parameters for peak CO blowout limits, then evaluates the surrogate's accuracy against full runs.

A static web tool for Westwood High School students to map AP exam scores and ACC dual-credit courses to transfer credit policies across nine universities, including UT Austin, Texas A&M, and Purdue.

A real-time analytics pipeline for Hypixel SkyBlock's player-driven market. Features a Go engine that ingests price APIs, a Rust service for order-flow calculations, and a Flask dashboard for craft flips

Core ingestion and calculation engines are/were fully functional; surrounding dashboard UI and secondary tools remain experimental (not maintained since 2024).

Tests whether market-microstructure features (momentum, order imbalance, spread) built for game markets apply to ERCOT Texas power grid data.

While direct 15-minute point forecasts did not beat a naive baseline, the feature set successfully predicted price direction and flagged severe grid volatility during winter weather events.

A custom Kotlin server engine built from scratch for custom game mechanics and server-side infrastructure. Contributing under dev-gw on NPC behavior, backend services, and internal tooling.

Private repository.

A context-aware search engine for xkcd comics. Combines web-scraped explanations, local query expansion, and hybrid vector/keyword search (FAISS + BM25) to find comics matching natural descriptions.

An open-source study platform built as an alternative to commercial study tools like Quizlet. Still working on the site, it is yet to go live.

In active development.