Case studies & engineering projects.
Production-grade engineering solutions, infrastructure optimizations, pipeline designs, and robust AI implementations deployed to solve real-world complexity.
Hospital Data Warehouse & CDC-Driven BI Pipeline
Designed and built a centralized data warehouse and BI pipeline for a healthcare provider — consolidating fragmented operational systems into a single source of truth and keeping it continuously synchronized via Change Data Capture (CDC).
Autonomous Finance Analyst Agent
An agentic system that autonomously composes and delivers daily financial briefings — fetching stock quotes and news for a watchlist, analyzing them, and sending to Telegram on a schedule with no human in the loop.
Enterprise Multi-Format Document Intelligence & RAG Pipeline
A production-grade document processing and insight extraction engine featuring custom multi-format parsing, context-aware semantic chunking, vector search, and cross-encoder reranking.
Cloud API to Local Inference Migration
Eliminated reliance on external third-party APIs by deploying a localized open-source model (Qwen) on private cloud infrastructure to securely process medical records.
On-Premise RAG Architecture & Clinical Document Analysis
A secure Retrieval-Augmented Generation pipeline for automated EMR summarization and billing analysis without exposing sensitive patient data to external networks.
Multimodal MLOps Pipeline for Clinical Risk Assessment
A 10-container microservices topology using Apache Airflow chunked DAGs and MLflow to process multimodal clinical data and prevent out-of-memory failures.
Production-Grade Price Intelligence & Anomaly Detection
A multi-stage pricing recovery system that accurately reconstructs missing e-commerce data during scraping outages using cyclical temporal encodings and historical value ratios.
Pulmonary Arterial Hypertension Detection from PPG Signals
Led an end-to-end signal processing and classification pipeline using Wavelet Scattering Transform and a Bidirectional LSTM for non-invasive PAH screening.
End-to-End RAG Chatbot for Academic Thesis QA
An interactive, full-stack chatbot that uses natural-language queries to extract insights and methodologies from a multi-page biomedical thesis.
Type 2 Diabetes Prediction Using Vascular Stiffness Parameters
A comparative machine-learning study using a Leave-One-Out Cross-Validation strategy to identify T2DM from non-invasive vascular and hemodynamic parameters.
Brain Tumor MRI Classification via Optimized 3-Layer CNN
A deep-learning CNN architecture to classify over 7,000 high-resolution brain MRI scans across varied clinical points of view.
Industrial Color Detection & Quality Control System
An automated computer-vision pipeline for color segmentation and cap classification on an industrial manufacturing line.