Project index / 2024 to 2026

Work that holds up under questions.

A record of employer-owned systems, open-source work, research, and deployed experiments. Each entry states what can be inspected here or followed to a public artifact.

01 / INDUSTRY

Production LLM Platform

LLM-powered WhatsApp inquiry platform for pharmaceutical distribution, built from scratch with Azure OpenAI classification, Azure App Service deployment, and Snowflake-backed logging.

Architecture

WhatsApp→Azure OpenAI→Product catalog→Snowflake

02 / INDUSTRY

SalesVitals

FastAPI analytics stack delivering customer insights to pharmaceutical field representatives. A versioned SQLite snapshot strategy, validated in GitHub Actions, replaced recurring warehouse reads for the delivery use case.

Delivery architecture

Warehouse data→SQLite snapshot→FastAPI→Field team

03 / PRIVACY-AWARE ML

Banking PII Protection

Local-first PII extraction and anonymization for sensitive banking text. The service pairs multilingual transformer inference with schema-based validation so detections can be cross-checked before redaction.

Protection architecture

Banking text→PII extraction→Schema validation→Anonymized output

04 / RESEARCH

Hybrid LSTM + Deep RL Trading

A framework that separates forecasting from execution, combining LSTM models with PPO, DQN, and SAC agents. Evaluated using risk-adjusted NIFTY-50 backtests.

05 / DEPLOYED EXPERIMENT

Manufacturing Defect Prediction

A Random Forest classifier served through FastAPI to demonstrate the full path from a trained model to an inspectable prediction interface. The training data is synthetic by design.