mlflow

A live demo of a fully working MLflow pipeline — experiment tracking, model registry, and real-time REST API serving, all running together. No slides. No theory. Just the working system. 📌 What's running in this demo: • MLflow Tracking Server with the Iris classifier experiment • Logged params, metrics, and artifacts inside a Run • Model registered in the Registry with a staging alias • REST API serving live predictions via mlflow models serve • Nested runs showing parent/child structure 🔗 Full write-up with architecture diagrams, code, and production breakdown: https://abhaysrivastav.github.io/blogs/aws/mlflow-experiment/