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amazon added some the option to add custom tensorflow code to their system and they are also using Estimators, but a custom estimator called SageMakerEstimator from their library. the IT guys asked me for that option but I wasn't unsure so that is why I asked. If I have time in the future I will try to make it compatible and I will tell you
I found:
https://github.com/aws/sagemaker-tensorflow-container
I know right know opennmt supports input data directly from s3
not sure if could be posible to create a docker image to be used with sagemaker
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