AWS RDS and Sagemaker Setup

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AWS RDS and Sagemaker Setup
I recently purchased stock options data, and I would like to be able to run analyses using AWS. Specifically, I would like to set up a RDS to store the data, and then utilize Sagemaker to be able to pull the data and run analysis using Python in a Jupyter Notebook. The size of the data is roughly 500GB, so please advise on the proper specs I should use within AWS. I would like to minimize costs as much as possible while still being able to run code efficiently.
Skills:
Python
, Amazon Web Services
, Windows Desktop
, SQL
, Linux

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