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Hi there, As far as I can see the Catboost algo uses a Pytorch container which in your region it would be something like this: '763104351884.dkr.ecr.us-east-1.amazonaws.com/pytorch-training:1.9.0-cpu-py38'
Have a look at the example notebooks : https://github.com/aws/amazon-sagemaker-examples/tree/main/introduction_to_amazon_algorithms/lightgbm_catboost_tabular