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

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.

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