Senior Machine Learning Engineer building production ML systems for healthcare applications.
MS in Computer Science (ML Concentration, GPA 4.0) | George Mason University | May 2025
Senior ML Engineer @ AIMindSystems Foundation — Leading architecture for an assisted healthcare platform
• Clinical validation system using MedGemma + BioClinicalBERT with LangGraph orchestration — achieving >95% precision and <5% false acceptance across 10k+ summaries
• FHIR ingestion pipeline with Pydantic validation and PostgreSQL — reduced data-prep latency from 3–4 weeks to 48 hours for 10k+ records
• FAISS retrieval system for LoRA-tuned MedGemma — <2s query latency, improved clinical field accuracy from 68% to 87%
• Multi-stage evaluation & drift monitoring — automated retraining triggers, reduced physician review time from 5–6 hours to ~20 minutes per case
• Dual-model clinical validation — LangGraph-orchestrated MedGemma/BioClinicalBERT system with field-level UUID checks, >95% precision on 10k+ clinical summaries
• Mitra: University resource platform — Lambda-driven ingestion with GPT-3.5 evaluators and Glue ETL workflows, 70% storage reduction, 85% retrieval accuracy, 38% Lambda cost reduction with zero regression
• Pylinguist research (in revision for ICER 2026) — multi-stage code translation pipeline processing 550K+ Python samples across 7 languages, 85% BLEU score and 98% semantic similarity
• Mercedes-Benz segmentation & forecasting — PySpark-based k-means clustering, ARIMA models with 84% forecast accuracy, BERT multilingual review processing reducing critical issue identification time from 8 days to 2–3 days
Research: Pylinguist code translation pipeline (ICER 2026 revision) — 85% BLEU across 7 languages with bidirectional validation
Community: Co-Lead, Google Developer Group @ GMU (Aug 2024 – May 2025) — co-founded GMU's first GDG chapter, grew to 100+ members, organized bi-weekly ML/AI workshops on RAG systems and prompt engineering
Awards: Distinguished Academic Achievement Award by College of Engineering and Computing | Class of 2025 Commencement Speaker
Certifications: AWS Certified Developer Associate (DVA-C02) | AWS Certified Machine Learning Engineer Associate (MLA-C01)
Machine Learning & AI
Cloud & Infrastructure
Languages & Frameworks
Data & Databases
Tools & Others
