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

Currently, the following visualization types are supported:

• HTML: Embedded HTML visualizations such as data validation reports,

• Image: Visualizations of image data such as Pillow images or certain numeric numpy arrays,

• CSV: Tables, such as the pandas DataFrame .describe() output,

• Markdown: Markdown strings or pages.