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I have built a pipelines to do ETL and run DeepAR model in Sagemaker but I realised the process of automation is so complicated for data science projects.

I have looked into StepFunction as well but why there is "StartNotebookInstance" without any component to run notebook or anything?

Is there a way to automate the python code that I have written within the notebook instance that I have created with lifecycle configuration (additional packages installed)?

I am aware there were code pipelines but it would be deprecated soon.

Many thanks.

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