End-to-end ML Pipeline on AWS
Designed a medallion ETL with S3 partitioning and Parquet, improved Athena query performance by ~70%, trained XGBoost on SageMaker and deployed real-time inference via FastAPI on EC2 with Docker. Serverless ETL reduced infra costs significantly.