The difference between the machine type in Vertex ai workbench instance and aiplatform SDK?

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What is the difference between the machine type which we set in Vertex ai workbench for Notebook and the machine type in python SDK of aiplatform.CustomTrainingJob run method? The machine type is already provisioned for notebook, so why we are specifying it again inside the script of the notebook?!

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