Projects

Search and filter by domain, language, and whether a project has a GitHub, demo, or paper/write-up.

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ML - NLP2025

Selective Trust Head — Inference-Time Reliability for LLMs

Ranks LLM answers by trustworthiness using single-forward-pass uncertainty signals (selective prediction).

ML - NLPPythonLaTeXscikit-learnNumPyLLM ReliabilitySelective Prediction
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ML - Systems2025

Fully Local Personal Email RAG System

Privacy-first Retrieval-Augmented Generation system that lets users query personal Gmail data using a fully local LLM with no external APIs or cloud inference.

ML - SystemsPythonSQLStreamlitChromaDBRetrieval-Augmented GenerationPrivacy-Preserving ML
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ML - Sports2025

NFL Kicker Field-Goal Make Probability Model (Ensemble ML)

A calibrated ensemble machine learning system that estimates NFL field-goal make probabilities using play-by-play, weather, and stadium context, designed for real decision support rather than binary prediction.

ML - SportsPythonscikit-learnLightGBMProbabilistic ModelingModel Calibration
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ML - Finance2025

Blockchain Fraud Detection with Graph & Unsupervised Anomaly Models

Unsupervised fraud detection pipeline for Ethereum transfers that combines graph-based network features with anomaly-scoring models to surface suspicious activity at scale.

ML - FinancePythonscikit-learnNetworkXAnomaly DetectionGraph-Based Machine Learning
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ML - Systems2025

Project Performance Insights (PPI)

A Streamlit-based, LLM-powered dashboard for extracting insights, detecting risks, and tracking KPIs across complex project lifecycles using document ingestion and snapshot comparison.

ML - SystemsPythonSQLStreamlitAzure OpenAILLM-Powered AnalyticsDocument Ingestion Pipelines
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Website2025

Personal Portfolio Platform — Interactive ML Project Showcase

A custom-built Next.js portfolio platform for showcasing machine learning systems, research projects, and applied engineering work with rich filtering, featured content, and deep project write-ups.

WebsiteTypeScriptJavaScriptNext.js (App Router)ReactFrontend Systems DesignUI/UX Engineering
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ML - Systems2025

Job Application Assistant & Intelligent Tracker

A smart job application assistant that parses unstructured job descriptions, emails, and application responses into a centralized, searchable system with AI-driven insights.

ML - SystemsPythonHTMLStreamlitSQLiteInformation ExtractionNatural Language Processing
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ML - Finance2025

Crypto Options Price Prediction with Gradient Boosting Trees

Time-series-aware regression model that predicts BTC/ETH option trade prices from Binance data using engineered moneyness features and tuned GradientBoostingRegressor.

ML - FinancePythonscikit-learnNumPyTime Series ValidationFeature Engineering
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ML - Systems2025

LLM-to-SQL Analytics POC with DuckDB

Node.js proof-of-concept that routes natural-language questions to safe, pre-defined SQL analytics functions over a DuckDB-backed dataset, then returns results in natural language using an OpenAI LLM.

ML - SystemsJavaScriptSQLNode.jsDuckDBLLM Tool RoutingText-to-SQL Systems
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Finance2025

Water Rebate Cost-Benefit Analysis with Monte Carlo Risk Modeling

Python cost-benefit and uncertainty analysis comparing high-efficiency toilet (HET) and smart irrigation controller (SIC) rebate programs, producing per-rebate and program-level NPV metrics with Monte Carlo sensitivity modeling.

FinancePythonPandasNumPyCost-Benefit AnalysisMonte Carlo Simulation
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ML - Finance2025

S&P 500 Index Replication with Neural Networks

Neural network index-tracking pipeline that reconstructs S&P 500 returns using a small subset of constituents, optimizing both tracking error and portfolio efficiency under a reproducible, time-aware evaluation protocol.

ML - FinancePythonTensorFlowKerasIndex ReplicationFinancial Time Series Modeling
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Sports2024

Systemic Bias in College Football Playoff Rankings

A simulation-based study of how preseason rankings and perception-driven biases propagate through College Football Playoff rankings, affecting accuracy, volatility, and playoff access.

SportsPythonNumPyPandasSimulation ModelingBias Analysis
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