Default visualizations

Types of visualizations in ZenML.

ZenML automatically saves visualizations of many common data types and allows you to view these visualizations in the ZenML dashboard:

ZenML Artifact Visualizations

Alternatively, any of these visualizations can also be displayed in Jupyter notebooks using the artifact.visualize() method:

output.visualize() Output

Some examples of default visualizations are:

• A statistical representation of a Pandas Dataframe represented as a png image.

• Drift detection reports by Evidently, Great Expectations, and whylogs.

• A Hugging Face datasets viewer embedded as a HTML iframe.

output.visualize() output for the Hugging Face datasets viewer