Vertex AI Pipelines Jupyter notebooks

Use the following samples and tutorials to learn more about Vertex AI Pipelines.

General notebooks

Vertex AI feature Notebook Description Open in
Vertex AI Pipelines Vertex AI Pipelines and the Kubeflow Pipelines SDK Learn the basics of running and building pipelines using the Kubeflow Pipelines SDK.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines Pipelines with control structures Learn how to use control structures in a Kubeflow pipeline.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines Pipelines with lightweight components based on Python functions Learn how to build Python function-based Kubeflow pipeline components.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines Model metrics Build Vertex AI Pipelines that generate model metrics and visualizations, and compare pipeline runs.

Colab

GitHub

Vertex AI Workbench

Google Cloud Pipeline Components notebooks

Vertex AI feature Notebook Description Open in
Vertex AI Pipelines Custom training workflow with prebuilt Google Cloud Pipeline Components and custom components Learn how to use prebuilt Google Cloud Pipeline Components and custom components to train a custom model.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines AutoML image classification model workflow Learn how to use Google Cloud Pipeline Components to train an image classification model using Vertex AI AutoML.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines AutoML tabular classification model workflow Build an AutoML tabular classification workflow on Vertex AI Pipelines.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines AutoML tabular regression model workflow Learn how to use Google Cloud Pipeline Components to train a linear regression model using tabular data and Vertex AI AutoML.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines AutoML text classification model workflow Learn how to use Google Cloud Pipeline Components to train a text classification model using Vertex AI AutoML.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines Custom training with prebuilt Google Cloud Pipeline Components Learn how to use prebuilt Google Cloud Pipeline Components to train a custom model.

Colab

GitHub

Vertex AI Workbench

Vertex AI Pipelines AutoML tabular linear regression model workflow Build an AutoML tabular regression workflow on Vertex AI Pipelines.

Colab

GitHub

Vertex AI Workbench