projects

things I've built, shipped, and scoped.

personal

Building a viralness prediction platform that helps understand what makes posts go viral across 50 communities in 10 industry categories.

•ML pipeline ingesting and filtering 500K+ Reddit posts with NLP and behavioral feature engineering
•XGBoost classifier identifying top-quartile engagement patterns
•Viralness defined as top-quartile engagement relative to subreddit baseline
•SHAP explainability surfacing strongest drivers of virality
•FastAPI + Streamlit dashboard with LLM-assisted posting strategy recommendations
•20+ experiments tracked in MLflow

role: ML Tech Lead & PM

Autonomous agentic pipeline that eliminates manual job hunting across target company career pages.

•Scrapes 60+ company career pages daily across Greenhouse, Lever, and Ashby ATS formats
•Claude-powered role fit evaluation with multi-tier keyword filtering
•SQLite deduplication and caching layer preventing duplicate alerts
•SMTP morning email with new listings and match scores
•Streamlit dashboard to add companies, track history, and generate tailored resumes from job descriptions

role: Solo build

production systems built in enterprise environments. code is private; concepts are public.

AbbVie NCM

End-to-end compliance reporting tool replacing a fully manual monthly process at a pharma manufacturing site.

•Queries production Oracle 19c database across 18 distinct audit dimensions
•Detects anomalous entries and flags data findings automatically
•Generates formatted Word report with pre-drafted SME email
•Streamlit interface requiring zero SQL knowledge from end users
•Navigated parallel enterprise deployment: compliance registration, ComplianceWire training, 5 concurrent IT tickets

AbbVie NCM

LLM-powered document editing agent for a regulated manufacturing environment.

•Accepts natural language comments against controlled Word documents
•Generates structured edits with version history and change previews
•Performs gap analysis against global reference standards
•Replaces slow email-based review cycle with one-button workflow
•Built under enterprise API proxy constraints in GxP-adjacent compliance environment

AbbVie NCMscoped

Scoping a predictive maintenance system for manufacturing equipment using time-series sensor data.

UIUCcompleted

Undergraduate research extending a Python-based robotic automation platform for single-cell metabolomics.

•Extended microMS Python platform for cell coordinate registration and automated probe movement
•Optimized capillary geometry, extraction parameters, and solution preparation methods
•Validated dye standards achieving R²=0.9953 vs R²=0.9441 for BSA standards
•Developed full operational manual including step-by-step probe assembly flowchart
•Presented at 3 UIUC conferences and 1 national conference