MLflow

DevOps Thinking Applied to MLOps: 5 Essential Tools

You already know 80% of MLOps. Here are 5 open-source tools that map directly to your existing DevOps skills.

ML Governance: The Champion-Challenger Pattern for Model Deployment

Your ML serving code should never know version numbers. The champion-challenger pattern with MLflow aliases gives instant rollback.

MLflow in 60 Seconds: The Complete ML Model Lifecycle

From training to production in 5 steps. How MLflow tracks experiments, versions models, and enables instant rollbacks with zero code changes.