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MLflow

MLflow is an open-source platform for tracking experiments, versioning models, and moving them through training and deployment workflows. It matters in MLOps because it keeps parameters, metrics, artifacts, and run history reproducible across fine-tuning setups, cloud pipelines, and model comparisons.

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