Parallel coordinates
Compare results across machine learning experiments
less than a minute
Parallel coordinates charts summarize the relationship between large numbers of hyperparameters and model metrics at a glance.

- Axes: Different hyperparameters from
wandb.config
and metrics fromwandb.log
. - Lines: Each line represents a single run. Mouse over a line to see a tooltip with details about the run. All lines that match the current filters will be shown, but if you turn off the eye, lines will be grayed out.
Create a parallel coordinates panel
- Go to the landing page for your workspace
- Click Add Panels
- Select Parallel coordinates
Panel Settings
To configure the panel, click the edit button in the upper right corner of the panel.
- Tooltip: On hover, a legend shows up with info on each run
- Titles: Edit the axis titles to be more readable
- Gradient: Customize the gradient to be any color range you like
- Log scale: Each axis can be set to view on a log scale independently
- Flip axis: Switch the axis direction— this is useful when you have both accuracy and loss as columns
Interact with a live parallel coordinates panel
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