Available for AI/ML roles · College Park, MD

Building production-grade AI at the edge of research and scale.

Senior AI/ML Engineer with 5+ years across healthcare, automotive and fintech. I design GenAI platforms, LLM serving infrastructure and MLOps systems that move from notebook to production.

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5+
Years in AI/ML
120 PB
Sensor data engineered
2.3M+
Patient profiles served
Jay Guwalani - professional headshot
GenAI · LLM Ops
UMD · Bridgestone · Aya
Project constellation

Every project, in 3D.

Public GitHub repos grouped by domain. Drag to rotate, scroll to zoom, click any node to open the repo.

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Recent highlights

Selected case studies

Production systems built end-to-end, from data pipelines to deployed APIs and dashboards.

All projects
Driver Behaviour Analytics
Project 01 · Bayesian + Survival Analytics

Driver Behaviour Analytics System

Comprehensive driver risk analytics for 300K+ drivers using survival analysis and Bayesian modeling, with a real-time assessment API integrated into the Bridgestone ecosystem.

88% churn accuracy 10K+ daily req <200ms P95 40% faster claims
Apache Kafka PyMC3 FastAPI PostgreSQL AWS S3
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Production LLM Serving
Project 02 · LLM Infrastructure

Production LLM Serving Optimization Framework

High-performance LLM serving with vLLM continuous batching, INT8/INT4 quantization and multi-GPU tensor parallelism. Distributed inference with token streaming and full Prometheus/Grafana observability.

12.3K req/s 42ms P50 70% memory cut 2.3× CUDA speedup
vLLM FastAPI Docker Kubernetes Prometheus
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More work

Selected projects

Search Relevance & Ranking System Real-Time Medical Image Enhancement AgentForge Multi-Agentic AI RAG Face Mask Detection Quantitative Trading Platform Real-Time Payment Fraud Detection E-commerce Shipping Customer Churn Prediction