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MLOps pipeline for Acute Lymphoblastic Leukemia detection from microscopic blood smear images. Includes data preprocessing with Apache Airflow, model tracking via MLflow, FastAPI deployment, and monitoring with Prometheus and Grafana. This is done as final project work for big data lab, Spring 2024, IITM.
The final project work for big data lab, Jan may 2024, IITM.
Please find the report for step-by-step documentation. Thank you!
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MLOps pipeline for Acute Lymphoblastic Leukemia detection from microscopic blood smear images. Includes data preprocessing with Apache Airflow, model tracking via MLflow, FastAPI deployment, and monitoring with Prometheus and Grafana. This is done as final project work for big data lab, Spring 2024, IITM.