ML Engineer · Applied Data Scientist
Building Machine Learning Systems & Decision Intelligence
I design data pipelines, machine learning systems, and AI agents that automate real-world workflows.
Selected Works
DataForge Bench — ML Data Format Benchmarking Tool
Real-time benchmarking system for comparing JSON, CSV, Parquet, Protobuf, and Avro across serialization speed, storage efficiency, streaming throughput, feature engineering, and ML training — fully client-side with optional Python backend for high-fidelity evaluation.
Uplift (Decision Impact) Modeling MLOps Pipeline
Production-grade machine learning system for causal uplift modeling, deployed with FastAPI, Docker, and Kubernetes, with CI/CD automation and real-time monitoring using Prometheus and Grafana.
 |
 |
 |
 |
API · Kubernetes · Prometheus · Grafana
Causal Marketing Optimization & Budget Allocation System
End-to-end machine learning system for uplift modeling and budget optimization using 45M+ transaction records. Instead of predicting conversions, the system estimates individual treatment effects and determines the optimal targeting strategy under budget constraints, improving campaign ROI by over 60% compared to random targeting.
 |
 |
 |
 |
Uplift Modeling · Budget Optimization · streamlit · Monitoring
Real-Time Transit Delay Prediction System
End-to-end machine learning system that ingests real-time transit data, performs spatiotemporal feature engineering, and predicts delays (5–30 min horizon) via a low-latency API, with integrated monitoring and live dashboard.
Real-Time Credit Risk & Approval Intelligence System
Production-grade decision intelligence system that goes beyond default prediction to optimize financial decisions under risk constraints. Combines LightGBM risk scoring with constrained portfolio optimization (maximize profit subject to budget and default rate limits), an AI policy agent powered by Groq LLM, and real-time model drift monitoring — all deployed as a full-stack Docker application with FastAPI, Next.js, and PostgreSQL.
 |
 |
 |
 |
 |
 |
ML Risk Scoring · Portfolio Optimization · AI Agent · Drift Monitoring · Sentry
AI Outreach Agent
Agent that generates emails, enriches leads, and automates scheduling.
Data Enrichment Pipeline
Scraping + enrichment + validation pipeline for structured data.
Skills
Data Engineering: ETL, Airflow, Kafka, SQL
Data Science: ML, Feature Engineering, Modeling
AI: LLMs, LangChain, Automation Agents