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doc: refactor using_sklearn and fix minor errors in using_pytorch and using_chainer (#985)
Refactored "Using Scikit-learn" topic in doc project, and made minor updates to "Using PyTorch" and "Using Chainer" topics.
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doc/using_chainer.rst

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@@ -4,9 +4,9 @@ Using Chainer with the SageMaker Python SDK
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With Chainer Estimators, you can train and host Chainer models on Amazon SageMaker.
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Supported versions of Chainer: ``4.0.0``, ``4.1.0``, ``5.0.0``
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For information about supported versions of Chainer, see the `Chainer README <https://github.com/aws/sagemaker-python-sdk/blob/master/src/sagemaker/chainer/README.rst>`__.
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You can visit the Chainer repository at https://github.com/chainer/chainer.
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For general information about using the SageMaker Python SDK, see :ref:`overview:Using the SageMaker Python SDK`.
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.. contents::
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SageMaker Chainer Docker containers
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You can visit the SageMaker Chainer containers repository here: https://github.com/aws/sagemaker-chainer-containers/
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You can visit the SageMaker Chainer containers repository here: https://github.com/aws/sagemaker-chainer-container
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For information about SageMaker TensorFlow Docker containers and their dependencies, see `SageMaker Chainer Docker containers <https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/chainer#sagemaker-chainer-docker-containers>`_.
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For information about SageMaker Chainer Docker containers and their dependencies, see `SageMaker Chainer Docker containers <https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/chainer#sagemaker-chainer-docker-containers>`_.

doc/using_pytorch.rst

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@@ -658,6 +658,6 @@ The following are optional arguments. When you create a ``PyTorch`` object, you
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SageMaker PyTorch Docker Containers
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For information about SageMaker PyTorch containers, see `the SageMaker PyTorch containers repository <https://github.com/aws/sagemaker-pytorch-containers>`_.
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For information about SageMaker PyTorch containers, see `the SageMaker PyTorch containers repository <https://github.com/aws/sagemaker-pytorch-container>`_.
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For information about SageMaker PyTorch container dependencies, see `SageMaker PyTorch Containers <https://github.com/aws/sagemaker-python-sdk/tree/master/src/sagemaker/pytorch#sagemaker-pytorch-docker-containers>`_.

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