Projects

Featured case studies, ordered by relevance to analytics, data engineering, and applied ML/AI roles.

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NBA Win Probability Engine
A machine learning dashboard predicting NBA game win probability before tip-off and live, play-by-play, validated through a real-time 2025-26 Finals run.
#machine-learning#sports-analytics#cloud#deployed#python
Levi's RAG — AI Due Diligence Copilot
A retrieval-augmented generation tool that answers financial due-diligence questions about Levi Strauss & Co. strictly from its SEC filings, with every answer tiered by evidence strength.
#llm#rag#deployed#python#nlp
Supply Chain Disruption Analytics
An end-to-end Azure pipeline that takes shipment-delay monitoring from raw CSVs to a statistically validated, predictive delay-risk scoring system with a Power BI dashboard.
#data-engineering#cloud#bi#machine-learning#python
MovieLens Recommender System
A full movie recommender system combining ALS collaborative filtering with a LightGBM hybrid ranking model, deployed as a Streamlit app.
#machine-learning#recommender-systems#deployed#python
InsightPilot: An AI Data Analyst Agent
An agentic AI tool that turns raw CSVs into structured business insight reports, keeping every numeric claim grounded in Pandas-computed statistics rather than LLM guesswork.
#llm#ai-agent#machine-learning#deployed#python
Letterboxd Movie Sentiment API
A sentiment system for messy, sarcastic Letterboxd reviews — weak labels from star ratings, a TF-IDF baseline, a fine-tuned DistilBERT model, and a FastAPI backend.
#nlp#machine-learning#python#deployed
Sim2Real User Engagement Analysis
A comparison of user-engagement and churn modeling between simulated anime-viewing data and real Steam gameplay data, examining how data realities shape modeling assumptions.
#machine-learning#data-science#python