GCP Colab vs Workbench
Vertex AI offers two notebook solutions: with Colab Enterprise and Workbench Instances Jupyter notebooks you can manage the machine learning workflow from end-to-end.
| Colab Enterprise | Workbench |
|---|---|
| Zero config, serverless, collaborative | Workbench is built on the industry standard JupyterLab |
| Excellent for users who don’t want to worry about managing compute | flexible, familiar, customizable and open |
| Great for projects that can be encapsulated in a single notebook | Great for complex projects spanning multiple files with complex dependencies |
| Good for users who don’t want to worry about git. Built int version control | Native support for Git |
| Fully Managed compute | Integrate with BQ, DataProc and Spark |
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