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5 changes: 5 additions & 0 deletions CHANGELOG.rst
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CHANGELOG
=========

1.18.4.post1
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the "dev" part of the label means we haven't released it yet, so you can add this in the entry below. Also maybe add an entry for the last PR since we forgot?

============

* Documentation: move overview content in main README into sphynx project

1.18.4.dev
==========

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43 changes: 30 additions & 13 deletions doc/index.rst
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###########################
Amazon SageMaker Python SDK
===========================
###########################
Amazon SageMaker Python SDK is an open source library for training and deploying machine-learned models on Amazon SageMaker.

With the SDK, you can train and deploy models using popular deep learning frameworks, algorithms provided by Amazon, or your own algorithms built into SageMaker-compatible Docker images.

Here you'll find API docs for SageMaker Python SDK. The project homepage is in Github: https://github.com/aws/sagemaker-python-sdk, where you can find the SDK source, installation instructions and a general overview of the library.
Here you'll find overview and API documentation for SageMaker Python SDK. The project homepage is in Github: https://github.com/aws/sagemaker-python-sdk, where you can find the SDK source and installation instructions for the library.
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s/overview/an overview


********
Overview
--------
The SageMaker Python SDK consists of a few primary interfaces:
********

.. toctree::
:maxdepth: 2

overview

The SageMaker Python SDK consists of a few primary classes:

.. toctree::
:maxdepth: 2
Expand All @@ -22,8 +30,9 @@ The SageMaker Python SDK consists of a few primary interfaces:
session
analytics

*****
MXNet
-----
*****
A managed environment for MXNet training and hosting on Amazon SageMaker

.. toctree::
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sagemaker.mxnet

**********
TensorFlow
----------
**********
A managed environment for TensorFlow training and hosting on Amazon SageMaker

.. toctree::
:maxdepth: 2

sagemaker.tensorflow

************
Scikit-Learn
------------
************
A managed enrionment for Scikit-learn training and hosting on Amazon SageMaker

.. toctree::
:maxdepth: 2

sagemaker.sklearn

*******
PyTorch
-------
*******
A managed environment for PyTorch training and hosting on Amazon SageMaker

.. toctree::
:maxdepth: 2

sagemaker.pytorch

*******
Chainer
-------
*******
A managed environment for Chainer training and hosting on Amazon SageMaker

.. toctree::
:maxdepth: 2

sagemaker.chainer

**********************
Reinforcement Learning
----------------------
**********************
A managed environment for Reinforcement Learning training and hosting on Amazon SageMaker

.. toctree::
:maxdepth: 2

sagemaker.rl

***************
SparkML Serving
---------------
***************
A managed environment for SparkML hosting on Amazon SageMaker

.. toctree::
:maxdepth: 2

sagemaker.sparkml

********************************
SageMaker First-Party Algorithms
--------------------------------
********************************
Amazon provides implementations of some common machine learning algortithms optimized for GPU architecture and massive datasets.

.. toctree::
Expand All @@ -109,8 +125,9 @@ Amazon provides implementations of some common machine learning algortithms opti
pca
randomcutforest

*********
Workflows
---------
*********
SageMaker APIs to export configurations for creating and managing Airflow workflows.

.. toctree::
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