Project Overview

Projects Overview

This page includes my previous project summaries paired with reports, demos.

Computer VisionStatisticsGame DevelopmentModeling

Projects shown 7
Reports retained 5 PDFs
Public demos 2 game links

Long-form report links from the original site were preserved and moved into Astro's public directory.

2026

Tuning the Step: How Wolfe Parameters Shape Optimization Performance

This IOE 511 project focuses on a big-question study in continuous optimization: how Wolfe line-search parameters influence convergence behavior, efficiency, and robustness across a broad set of test problems. Rather than emphasizing a single algorithm, the work compares parameter sensitivity across multiple optimization methods and highlights how line-search choices can materially change practical performance.

Continuous OptimizationWolfe Line SearchSensitivity AnalysisLinear Search Parameters

Report GitHub

2026

Ride Smartly: Hourly Bike-Sharing Rental Demand Prediction

This IOE 473 project develops an hourly bike-sharing demand prediction pipeline using temporal, environmental, and historical demand features. It compares linear regression, MLP, random forest, and XGBoost, then extends the framework with a hybrid MLP plus residual LSTM design to better capture local peaks and short-term fluctuations.

Demand ForecastingMLPLSTMXGBoostTime Series

Report GitHub

2025

Automatic Image Colorization with Enhanced U-Net Refinement

This computer vision project improves a pre-trained SIGGRAPH17 colorization baseline through a two-stage framework with an enhanced U-Net refinement module. The design combines single-step residual correction, a global color prior, and decoder self-attention to produce more vivid and semantically consistent results.

Computer VisionU-NetAttentionImage Colorization

Report GitHub

2025

Fatal Police Shootings Statistical Analysis

This project studies fatal police shootings in the United States from 2015 to 2025 using visualization, hypothesis testing, confidence intervals, and prediction intervals. It examines Poisson behavior, weekday and month dependence, racial disparities across political contexts, and the influence of body-camera use.

StatisticsHypothesis TestingMathematicaSocial Data

Report

2024

Soul Symphony

A 2D rhythm-platformer where players compose music to shape the environment, rescue lost souls, and explore a story of faith and sacrifice. The project was developed in Elm during the SilverFOCS internship program.

ElmGame DevelopmentRhythmPlatformer

Demo

2024

Mobius

A classic 2D collision-based game project developed during the same internship cycle, focusing on gameplay implementation and polished interaction.

Game Development2DCollision Systems

Demo

2024

2024 MCM / ICM Climate-Risk Decision Framework

This modeling project develops an integrated framework for insurers, property developers, and community leaders facing climate-driven extreme-weather risk. It combines AHP-based risk assessment, ARIMA forecasting, and an MLP preservation model for historically significant buildings.

Mathematical ModelingAHPARIMAMLP

Report