Confusion matrices and ROC plots should be stored in MLflow as:
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Short Explanation and Infographic
Plots are run artifacts — log_artifact/log_figure beside metrics.
Full explanation below image
Full Explanation
Artifacts store files (images, HTML, model files) on the run for later review.