Mlflow on Pi Stack https://www.pistack.xyz/tags/mlflow/ Recent content in Mlflow on Pi Stack Hugo en-us Sun, 03 May 2026 09:00:00 +0000 Self-Hosted Model Registry & Model Versioning: MLflow vs ClearML vs DVC https://www.pistack.xyz/posts/2026-05-03-self-hosted-model-registry-versioning-mlflow-clearml-dvc-guide/ Sun, 03 May 2026 09:00:00 +0000 https://www.pistack.xyz/posts/2026-05-03-self-hosted-model-registry-versioning-mlflow-clearml-dvc-guide/ <p>As machine learning models move from experimental notebooks to production systems, managing model versions, tracking lineage, and controlling deployment stages becomes critical. A model registry provides a centralized store for model artifacts, metadata, and lifecycle management — from initial training through staging to production deployment.</p>