You are working on a project that requires comparing different runs based on their performance metrics. Explain how you would use the MLflow UI to analyze and compare runs, and discuss the features and visualizations available in the UI that can help in this process.

Simulated

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.

84.2%

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

5.3%

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

5.3%

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

5.3%

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You are working on a project that requires comparing different runs based on their performance metrics. Explain how you would use the MLflow UI to analyze and compare runs, and discuss the features and visualizations available in the UI that can help in this process.