Projects

Selected work across applied AI, analytics, systems, and decision support.

Case studies spanning healthcare fraud detection, predictive analytics, streaming risk monitoring, financial modeling, and business-facing technical systems.

Case Studies

Plate 01

2026-05

Residential Home Sales Wizard

AI-powered residential real estate prediction system for sale price and sale timing analysis.

AI-powered residential real estate prediction system for sale price and sale timing analysis using large-scale county-level property data.

Open Case File

System Type

Applied Analytics

Delivery State

In Progress / Capstone

Tools

PythonPandasScikit-learnFeature EngineeringSystem Design

Concepts

Predictive ModelingReal Estate AnalyticsSale Timing Analysis

Proof Point

200+ property features structured into a dual workflow for sale price and sale timing analysis.

Plate 02

2026-05

Quantitative Portfolio Optimization and Financial Modeling

Risk-aware portfolio analytics workflow for benchmarking, simulation, and allocation analysis.

Financial analytics project focused on portfolio performance, risk-adjusted returns, simulation, and allocation decisions.

Open Case File

System Type

Financial Modeling

Delivery State

In Progress / Personal

Tools

PythonExcelNumPyPandasMonte Carlo

Concepts

Portfolio OptimizationSharpe RatioRisk-Adjusted ReturnsBenchmarking

Proof Point

Portfolio analytics workflow covering Sharpe ratio, beta, drawdown, benchmark comparison, and Monte Carlo simulation.

Plate 03

2026-05

AI Resume Screening System

Planned NLP screening workflow for resume-to-role matching and shortlist support.

Planned applied AI MVP for resume-to-job matching using NLP, similarity scoring, and screening logic for early-stage candidate review.

Open Case File

System Type

Applied AI

Delivery State

Planned / Personal

Tools

PythonNLPText ProcessingSimilarity ScoringRule-Based Screening

Concepts

Recruitment AutomationResume Analytics

Proof Point

Planned NLP MVP for resume-to-job matching using skill extraction, similarity scoring, and screening logic.

Plate 04

2026-05

AI-Powered Healthcare Insurance Fraud Detection System

AI-assisted fraud scoring and decision-routing platform for healthcare insurance operations.

Built an AI-assisted healthcare insurance fraud detection system that scores claims and providers for fraud risk, routes cases through decision automation, and supports investigators with a business-friendly analytics dashboard.

Open Case File

System Type

Healthcare AI

Delivery State

Completed / Flagship

Tools

Pythonpandasscikit-learnStreamlitPlotlyjoblib

Concepts

Fraud DetectionDecision SupportResponsible AIHealthcare AI

Proof Point

Streamlit-based fraud scoring dashboard with decision routing, business impact modeling, and responsible AI controls.

Plate 05

2026-04

Airbnb Perfect Rating Prediction

Classification workflow for predicting perfect guest rating outcomes from listing features.

Machine learning classification project predicting perfect guest rating outcomes using structured and text-based listing features.

Open Case File

System Type

Machine Learning

Delivery State

Completed / Coursework

Tools

PythonPandasScikit-learnXGBoostTF-IDF

Concepts

ClassificationFeature EngineeringModel Evaluation

Proof Point

~0.815 validation ROC-AUC across structured and text-based listing features.

Plate 06

2026-03

Chess Bot Tournament Framework

Repeatable tournament automation framework for evaluating chess bot behavior and results.

Built a tournament framework to evaluate chess bots under defined rules, timing constraints, and repeatable reporting workflows.

Open Case File

System Type

Software Engineering

Delivery State

Completed / Personal

Tools

Pythonpython-chessPGN LoggingJSON SummariesValidation LogicTournament Automation

Concepts

SimulationPerformance Tracking

Proof Point

Python tournament framework with move validation, PGN logging, JSON summaries, and repeatable bot evaluation.

Plate 07

2026-01

Real-Time Healthcare Fraud and Cyber Risk Pipeline

Legacy streaming risk pipeline for correlating healthcare fraud and cyber signals.

Earlier healthcare risk project focused on streaming analytics, fraud and cyber signal correlation, and event-driven alerting across provider activity.

Open Case File

System Type

Streaming Risk Analytics

Delivery State

Archived / Companion

Tools

PythonKafkaSQLiteStreamlit

Concepts

Streaming AnalyticsCyber RiskRule-Based DetectionData Engineering

Proof Point

Event-driven risk demo correlating claim activity and cyber access-log signals into provider-level alerts.

Plate 08

2025-09

SQL Gaming Tournament Database

Relational schema and reporting workflow for tournament operations and match integrity.

Designed a relational database for managing tournament participants, teams, matches, and outcomes.

Open Case File

System Type

Data Systems

Delivery State

Completed / Coursework

Tools

SQLDatabase DesignERDNormalization

Concepts

Relational ModelingTournament Reporting

Proof Point

Normalized relational schema for tournament reporting, match integrity, and structured query workflows.