Explainable AI for Pneumonia Detection from Chest X-rays. Fast Streamlit app with GradCAM visualizations, human-in-the-loop feedback and retraining, batch processing, audit logging, and full Docker support. Privacy-first, clinically inspired, and ready for research, demo, or hospital use.

Gemstone-Price-Prediction-End-to-End-Pipeline --- & --- MLOPs Foundations and Fundamentals, Git, GitHub, Docker, etc.

Developed an end-to-end production-style MLOps pipeline for customer churn prediction using Airflow (Astro), DVC, MLflow, PostgreSQL, Docker, and Evidently AI. The system automates data ingestion, preprocessing, model training, experiment tracking, drift monitoring, and conditional retraining through a reproducible and orchestrated workflow.

End-to-end machine learning framework that bridges data engineering, predictive modeling, and healthcare analytics toward data-driven decision-making.