Parent/child (nested) MLflow runs are MOST useful when:
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Short Explanation and Infographic
Parent run = tuning job; child runs = each trial. Keeps the UI sane.
Full explanation below image
Full Explanation
Nested runs structure HPO: parent aggregates, children hold per-trial params/metrics.