About Me
Data science leader and technical architect with a track record of transforming complex challenges into production-ready AI solutions. From building educational platforms that improve student outcomes to developing mission-critical defense systems, I bring a unique blend of technical depth and strategic thinking.
My journey spans diverse industries - EdTech, FinTech, Defense - where I've architected systems serving thousands of users, processing millions of transactions, and delivering measurable business impact. Whether it's implementing computer vision for real-time threat detection or building NLP pipelines that transform how people learn, I focus on creating solutions that matter.
Technical Expertise
Machine Learning & AI
Building production ML systems that solve real-world problems
Data Engineering & Architecture
Designing scalable data systems from concept to production
Full-Stack Development
End-to-end development from backend APIs to interactive frontends
Leadership & Strategy
Driving technical excellence and business outcomes
Professional Experience
Lead Data Scientist & Technical Architect
AI-Powered Educational Content Platform (Learning Transformer)
- Architected full-stack ML platform migrating from Go POC to Rust production system for improved performance
- Implemented advanced LLM orchestration using GPT-4o-mini for educational content transformation
- Built multi-modal AI pipeline generating educational slideshows, podcasts, and quizzes from unstructured HTML
- Scaled platform from single institution POC to multi-tenant SaaS serving educational institutions
Electrical Code Learning Platform (VoltVault)
- Implemented NLP pipeline processing NFPA-70 electrical code documentation using AWS Textract
- Developed semantic search system using ChromaDB vector embeddings for improved query relevance
- Built automated question generation system using GPT-4 for practice tests and quizzes
- Designed scalable architecture with Rust backend for high-performance concurrent user support
Senior Data Scientist & ML Engineer
AI-Powered Tutoring System
- Led architectural transformation from Python POC to production Rust microservices
- Built comprehensive analytics pipeline processing learning interactions using BigQuery and pandas
- Implemented NLP clustering system using TF-IDF and K-means to categorize educational questions
- Created real-time recommendation engine leveraging Azure OpenAI GPT-4 for personalized learning
Veterinary Education Analytics Platform
- Architected end-to-end ML pipeline processing veterinary exam questions using Azure OpenAI GPT-4
- Built automated web scraping system using Python/Selenium to extract data from ExamSoft platform
- Developed interactive analytics dashboard using Dash/Plotly and Google BigQuery
- Established data governance framework with role-based authentication and FERPA compliance
Senior Data Scientist
Mission-Critical Defense Analytics
- Led development of 3 mission-critical defense projects utilizing cutting-edge AI/ML technologies
- Developed Random Forest model with isotonic regression for predictive parts inventory management
- Trained custom YOLO object detection model on synthetic Unreal Engine graphics for drone footage analysis
- Received Employee of the Quarter recognition for exceptional performance in high-stakes environment
Data Scientist
Payment Industry Analytics Platform
- Managed stakeholder relationships with payment industry executives from top global firms
- Built Random Forest model generating synthetic payment industry database for strategic scenario analysis
- Developed multiple RNN architectures for time-series prediction and revenue forecasting
- Led end-to-end ML pipeline development from data ingestion to deployment using Kubernetes and BigQuery
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