Projects Portfolio

Projects & Baseball Analytics

Statistical MLB projections, lineup optimization tools, and personal software development projects.

Software & Web Projects

What Was That? — Evidence-First Media Recall Search

Evidence-first hybrid recall search engine developed for the Purdue Typesense Hackathon. Combines dense semantic vector retrieval with sparse keyword matching to help users pinpoint half-remembered movies, TV shows, songs, books, and video games.

Project Impact: Sub-50ms hybrid retrieval across 250 multimodal catalog records with query intent classification and evidence highlight scoring.

TypesensePython / FlaskHybrid SearchVector EmbeddingsDockerTailwind CSS

Repository Project Showcase

Baseball & Sports Analytics

MLB Lineup Generator & Optimizer

Algorithmic lineup optimization engine designed to maximize expected team run production for Major League Baseball games by combining player on-base probabilities, slugging metrics, and matchup parameters.

Project Impact: Optimized batting order sequences to maximize run expectancy (RE24) against opposing starting pitchers.

PythonOptimizationSabermetricsRun ExpectancyPandas

Repository

Baseball & Sports AnalyticsMultinomial in R

2025 MLB Season Full Projections (SAP)

Comprehensive statistical projection system for the 2025 MLB season built using multinomial statistical modeling in R to forecast player performance distributions and team win totals.

Project Impact: Full 2025 player baseline distributions and win totals derived from multinomial simulation in R.

RMultinomial RegressionStatistical ModelingStatcastSabermetrics

Repository

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Baseball & Sports AnalyticsLinear Regression

2026 MLB Hitter Projections

Predictive hitter projection pipeline using multivariate linear regression on career aging curves, plate discipline metrics, and batted-ball profiles for the 2026 MLB season.

Project Impact: Forecasted OPS, wRC+, and home run rates across qualified MLB hitters for 2026.

PythonLinear RegressionScikit-LearnStatsmodelsFeature Engineering

Repository

Software & Web Projects

Acne Tracker Web Application

Personal health and skincare tracking web platform designed to log daily skin conditions, track treatment efficacy over time, and visualize progress analytics.

Project Impact: Active personal web development project for daily habit logging and treatment tracking.

JavaScriptHTML/CSSWeb DevelopmentUI/UXData Visualization

Repository