Frameworks and Libraries
========================

Examples on how to use different frameworks on SageMaker.


Apache MXNet
====================================

.. toctree::
   :maxdepth: 1

   ../sagemaker-python-sdk/mxnet_gluon_embedding_server/mxnet_embedding_server
   ../sagemaker-python-sdk/mxnet_gluon_sentiment/mxnet_sentiment_analysis_with_gluon
   ../introduction_to_applying_machine_learning/gluon_recommender_system/gluon_recommender_system
   ../sagemaker-python-sdk/mxnet_onnx_superresolution/mxnet_onnx
   ../sagemaker-python-sdk/mxnet_onnx_export/mxnet_onnx_export
   ../sagemaker-python-sdk/mxnet_mnist/mxnet_mnist_with_batch_transform
   ../sagemaker-python-sdk/mxnet_mnist/mxnet_mnist_elastic_inference
   ../sagemaker-python-sdk/mxnet_mnist/mxnet_mnist
   ../sagemaker-python-sdk/mxnet_gluon_mnist/mxnet_mnist_with_gluon
   ../sagemaker-python-sdk/dgl_gcmc/mxnet_gcmc

Deep Graph Library
====================================

.. toctree::
   :maxdepth: 1

   ../sagemaker-python-sdk/dgl_gcmc/mxnet_gcmc_hypertune
   ../sagemaker-python-sdk/dgl_gcn_tox21/pytorch-gcn-tox21
   ../sagemaker-python-sdk/dgl_gcn_tox21/pytorch-gcn-tox21-hypertune
   ../sagemaker-python-sdk/dgl_gcn/mxnet_gcn
   ../sagemaker-python-sdk/dgl_gcn/mxnet_gcn_hypertune
   ../sagemaker-python-sdk/dgl_gcn/pytorch_gcn
   ../sagemaker-python-sdk/dgl_gcn/pytorch_gcn_hypertune
   ../sagemaker-python-sdk/dgl_kge/kge_mxnet
   ../sagemaker-python-sdk/dgl_kge/kge_mxnet_hypertune
   ../sagemaker-python-sdk/dgl_kge/kge_pytorch
   ../sagemaker-python-sdk/dgl_kge/kge_pytorch_hypertune


PyTorch
====================================

.. toctree::
   :maxdepth: 1

   ../frameworks/pytorch/get_started_mnist_train
   ../frameworks/pytorch/get_started_mnist_deploy
   ../sagemaker-python-sdk/pytorch_lstm_word_language_model/pytorch_rnn
   ../sagemaker-python-sdk/pytorch_horovod_mnist/pytorch_mnist_horovod
   ../sagemaker-python-sdk/pytorch_mnist/pytorch_mnist_elastic_inference
   ../sagemaker-python-sdk/pytorch_mnist/pytorch_mnist

R
====

.. toctree::
   :maxdepth: 2

   ../r_examples/index


Scikit-learn
====================================

.. toctree::
   :maxdepth: 1

   ../sagemaker-python-sdk/scikit_learn_randomforest/Sklearn_on_SageMaker_end2end
   ../sagemaker-python-sdk/scikit_learn_model_registry_batch_transform/scikit_learn_model_registry_batch_transform
   ../sagemaker-python-sdk/scikit_learn_inference_pipeline/Inference Pipeline with Scikit-learn and Linear Learner
   ../sagemaker-python-sdk/scikit_learn_iris/scikit_learn_estimator_example_with_batch_transform
   ../aws_sagemaker_studio/sagemaker-python-sdk/scikit_learn_iris/Scikit-learn Estimator Example With Batch Transform
..
   needs to be renamed (remove spaces)
   ../sagemaker-python-sdk/scikit_learn_iris/
   ../sagemaker-python-sdk/scikit_learn_inference_pipeline/


TensorFlow
====================================

.. toctree::
   :maxdepth: 1

   ../frameworks/tensorflow/get_started_mnist_train
   ../frameworks/tensorflow/get_started_mnist_deploy
   ../sagemaker-python-sdk/tensorflow_moving_from_framework_mode_to_script_mode/tensorflow_moving_from_framework_mode_to_script_mode
   ../sagemaker-python-sdk/tensorflow_script_mode_horovod/tensorflow_script_mode_horovod
   ../sagemaker-python-sdk/tensorflow_script_mode_pipe_mode/tensorflow_script_mode_pipe_mode
   ../sagemaker-python-sdk/tensorflow_script_mode_quickstart/tensorflow_script_mode_quickstart
   ../sagemaker-python-sdk/tensorflow_script_mode_using_shell_commands/tensorflow_script_mode_using_shell_commands
   ../sagemaker-python-sdk/tensorflow-eager-script-mode/tf-eager-sm-scriptmode
   ../sagemaker-python-sdk/tensorflow_script_mode_training_and_serving/tensorflow_script_mode_training_and_serving
   ../sagemaker-python-sdk/tensorboard_keras/tensorboard_keras
   ../sagemaker-python-sdk/tensorflow_serving_using_elastic_inference_with_your_own_model/tensorflow_neo_compiled_model_elastic_inference


JAX
============

.. toctree::
   :maxdepth: 1

   ../advanced_functionality/jax_bring_your_own/train_deploy_jax