Use the 'Compare Runs' feature in the MLflow UI to select and compare runs side by side, and utilize the parallel coordinates plot to visualize the performance metrics.

Manually inspect each run's logs and compare the metric values in a spreadsheet.

Use the MLflow Client API to query the runs and calculate the average metric values, then compare the runs based on the averages.

Create a custom dashboard using external tools to visualize and compare the runs based on their performance metrics.