Projects
Llama 3 Finetuning
Fine-tuned Meta's Llama 3 8B model on a curated mental health conversations dataset, increasing training success rate from 47% to 96% using advanced fine-tuning strategies like LoRA and Quantized Low-Rank Adaptation.
Llama 3, LoRA, QLoRA
Plowtion - Hack UMass Most Popular Hack
Developed an agricultural assistance platform winning 'Most Popular Hack' award. Built ML model achieving 78% accuracy for crop scheduling predictions, integrating real-time climate data across 13 API endpoints to optimize farming decisions.
Machine Learning, Climate APIs
Stock Price Prediction Using Conditional GANs
Developed novel research using c-GANs to analyze 49 years of ExxonMobil stock data around 80 major events (22 hurricanes, 58 interest rate changes), achieving 87% accuracy in capturing event-specific price movements.
Conditional GANs, Time Series Analysis
X-MCP (Twitter Integration in Claude)
A Python MCP server enabling Twitter-Claude AI integration, featured in official MCP documentation after passing Anthropic's quality checks. Reduced posting workflow from 10+ clicks to single prompt with OAuth 2.0 authentication and comprehensive error handling.
Python, OAuth 2.0, Twitter API