HP Tuning in Notebooks

The Kale JupyterLab extension provides a user interface (UI) that enables you to perform hyperparameter tuning using Katib from a pipeline defined in a Jupyter notebook.

See Pipelines from Notebooks to learn how to deploy Kubeflow pipelines from a Jupyter notebook using the Kale UI.

In addition to annotating your notebook to define a Kubeflow pipeline, in order to perform hyperparameter tuning, you will need to prep your notebook with additional cells to identify Pipeline Parameters and Pipeline Metrics and then set up the Katib job using the Katib UI.