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Hello, without changing your code, one option would be to switch to an instance type having a larger amount of RAM memory. The usage pricing for each instance type is detailed on https://aws.amazon.com/sagemaker/pricing/
Now, there are other options to perform one-hot encoding and other Feature Engineering tranformations, like SageMaker Data Wrangler and AWS Glue DataBrew. References:
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