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MLflow
MLflow is an open-source platform developed by Databricks that provides tools for managing the machine learning lifecycle, including experiment tracking, model packaging, and deployment. It enables data science and ML teams to log parameters, metrics, and artifacts while maintaining reproducibility across different environments and frameworks. For enterprise governance, MLflow supports model versioning, registry features, and integration with production systems, making it valuable for enforcing consistency in model development and ensuring compliance with organizational standards around model documentation and lineage.
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