Projects
Fine-Tuning a 2B Terminal Agent on Apple Silicon
- Fine-tuned Qwen 3.5 2B with QLoRA on MLX to generate bash commands from natural language
- Built eval suite (67 test cases, Docker sandbox) and generated 3,000+ training examples via Claude Sonnet
- Discovered and reported a macOS GPU watchdog bug, got an undocumented fix from the MLX team
- 59% to 91% accuracy, trained in 28 minutes, runs locally with $0 compute cost
Swift Notebook
- A collection of my LeetCode solutions and Swift syntax notes for coding interviews
- Documented solutions using Apple's DocC for technical documentation
- Created a quick reference guide for Swift-specific patterns used in algorithm problems
- Includes 20+ solved problems with complexity analysis and optimization approaches
AI Computer Vision for Robotic Hand Data Collection
- Presented research findings at the UIUC Engineering Research Symposium (ISRS)
- Research contributed to published work at CVPR 2025 on object manipulation
- Synthesized hand-object interaction under the guidance of Professor Saurabh Gupta, who specializes in computer vision, robotics, and machine learning.
- Built a forearm GoPro mount to collect fine-grain hand manipulation
- Modified a transformer-based model for 3D hand reconstruction
- Crafted and conducted experiments to test and analyze poses, using linear regression for distance mappings
- Integrated accelerometer and gyroscope (IMU) data to capture degrees of freedom
- Segmented and removed hand from images to train robotic policies
Trading Paper Stock Web App
- Lead group project to build a stock trading app for investors to hone their skills
- Built mySQL database and created synthetic dataset with Python scripting
- Used a Flask back-end to connect database and get real time stock data with Yahoo Finance API
- Hosted website and database on Google Cloud Platform
- Users could: create portfolios, buy and sell stocks, research companies, and compare investing performance
Graffiti Spot iOS App
- Developed a SwiftUI iOS app to catalog graffiti at UIUC
- Saved picture, name, and description for each work with SwiftData
- Used MapKit to display art locations
- Swipe through all works in gallery view
McKinley Health Chatbot
- Flask backend integrating FAISS and HuggingFace LLM for RAG-style responses
- Web scraper + BeautifulSoup parsed 700+ pages from McKinley Health Center's site
- Embedded text using SentenceTransformers and queried via semantic similarity
Automated Commodity and Stock Reporting
- Built Python program to generate jet fuel and commodity market report with MatPlotLib charts/graphs
- Data from XML based SOAP API, JSON based REST API, and web scraping with Beautiful Soup
- Shared results weekly using automated email report pipeline created with Microsoft SharePoint and Power Automate
Lab Inventory Management System (LIMS) Power App
- Led multi-functional teams to design app workflow and sampling process
- Built Microsoft Power App to manage refinery sample inventory and lab tests
- Created robust input forms interface with a Dataverse database
- Data then feeds into AVEVA PI Vison or can be downloaded into Excel
Electric Vehicle Charging Web App
- Built interactive Svelte front-end for AFLEET Online's Electric Vehicle (EV) calculator
- The back-end is called with the user's input parameters
- Returned calculations are used in a table developed to match the Excel model's layout
- Built the page according to the US Web Design System standards
US Utility Rate Database
- The SQL query of the USURDB (United States Utility Rate Database) for EV charging not returning invalid information
- Modified query and wrote a Python script to identify missing rates
- Analysis found the USURDB database itself contained incorrect information
- Notified the USURDB and correct rate information was published
