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updating rst files #3619

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103 changes: 103 additions & 0 deletions advanced_functionality/index.rst
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Advanced Functionality
=================================

.. raw:: html

<div style="position: relative; padding-bottom: 5%; height: 0; overflow: hidden; max-width: 100%; height: auto;">
<iframe width="560" height="315" src="https://www.youtube.com/embed/wiDHCWVrjCU" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div>


Advanced Algorithms
-------------------------------------------

.. toctree::
:maxdepth: 1

pytorch_bring_your_own_gan/build_gan_with_pytorch
pytorch_deploy_pretrained_bert_model/pytorch_deploy_pretrained_bert_model
mxnet_mnist_byom/mxnet_mnist



Parallelism with Data Distribution
--------------------------------

.. toctree::
:maxdepth: 1

data_distribution_types/data_distribution_types


Multi-Model Endpoints
-------------------------

.. toctree::
:maxdepth: 1

multi_model_pytorch/pytorch_multi_model_endpoint
multi_model_catboost/multi_model_catboost

Prebuilt Deep Learning Containers
--------------------------------

.. toctree::
:maxdepth: 1

autogluon-tabular-containers/AutoGluon_Tabular_SageMaker_Containers


SageMaker Pipeline
--------------------------------

.. toctree::
:maxdepth: 1

autogluon-sagemaker-pipeline/sagemaker-pipelines-project


Multi Container Endpoint
--------------------------------

.. toctree::
:maxdepth: 1

multi-container-endpoint/direct-invocation/multi-container-direct-invocation


Bring Your Own Algorithm Container
--------------------------------

.. toctree::
:maxdepth: 1

multi_model_bring_your_own/multi_model_endpoint_bring_your_own


Bring Your Own Pipe-Mode Algorithm
-------------------------------------

.. toctree::
:maxdepth: 1

pipe_bring_your_own/pipe_bring_your_own


Bring Your Own Model
-------------------------------------

.. toctree::
:maxdepth: 1

scikit_learn_bring_your_own_model/scikit_learn_bring_your_own_model


Casual Inference Container
-------------------------------------

.. toctree::
:maxdepth: 1

causal-inference/causal-inference-container


3 changes: 3 additions & 0 deletions autopilot/index.rst
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Expand Up @@ -9,6 +9,9 @@ Get started with Autopilot
sagemaker_autopilot_direct_marketing
sagemaker_autopilot_abalone_parquet_input
sagemaker_autopilot_neo4j_portfolio_churn
autopilot_customer_churn_high_level_with_evaluation
autopilot_california_housing
autopilot_customer_churn


Feature selection
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15 changes: 15 additions & 0 deletions aws_sagemaker_studio/index.rst
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Expand Up @@ -19,8 +19,22 @@ Basic training example for SageMaker Studio
:maxdepth: 1

sagemaker_algorithms/linear_learner_mnist/linear_learner_mnist
getting_started/xgboost_customer_churn_studio


SageMaker-Debugger
-------------------------------------------

.. toctree::
:maxdepth: 1

sagemaker_debugger/mnist_tensor_plot/mnist-tensor-plot
sagemaker_debugger/mxnet_realtime_analysis/mxnet-realtime-analysis
sagemaker_debugger/tensorflow_builtin_rule/tf-mnist-builtin-rule
sagemaker_debugger/pytorch_profiling/pt-resnet-profiling-single-gpu-single-node
sagemaker_debugger/tensorflow_action_on_rule/detect_stalled_training_job_and_actions
sagemaker_debugger/tensorflow2/tensorflow2_keras_custom_container/tf2-keras-custom-container


Framework examples
=======================
Expand All @@ -32,6 +46,7 @@ Framework examples
frameworks/mxnet_mnist/mxnet_mnist_with_batch_transform
frameworks/mxnet_onnx_ei/mxnet_onnx_ei
frameworks/pytorch_cnn_cifar10/pytorch_cnn_cifar10
frameworks/tensorflow_mnist/tensorflow_mnist


Model compilation with Neo
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7 changes: 7 additions & 0 deletions frameworks/index.rst
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Getting Started with MXNet and Gluon
=====================================

.. toctree::
:maxdepth: 1

frameworks/mxnet/get_started_mnist_train
20 changes: 12 additions & 8 deletions index.rst
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Expand Up @@ -105,6 +105,11 @@ More examples
aws_sagemaker_studio/index
sagemaker-lineage/index

.. toctree::
:maxdepth: 1
:caption: Introduction to Amazon Algorithms

introduction_to_amazon_algorithms/index

.. toctree::
:maxdepth: 1
Expand Down Expand Up @@ -192,7 +197,7 @@ More examples
:caption: Inference

inference/index

model-governance/index

.. toctree::
:maxdepth: 1
Expand All @@ -203,6 +208,12 @@ More examples
sagemaker-spark/index
step-functions-data-science-sdk/index

.. toctree::
:maxdepth: 1
:caption: Advanced Functionality

advanced_functionality/index
serverless-inference/index

.. toctree::
:maxdepth: 1
Expand All @@ -212,15 +223,8 @@ More examples
scientific_details_of_algorithms/index
aws_marketplace/index



.. toctree::
:maxdepth: 1
:caption: Community examples

contrib/index





12 changes: 12 additions & 0 deletions inference/index.rst
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Expand Up @@ -62,6 +62,18 @@ Elastic inference
../sagemaker-python-sdk/mxnet_onnx_eia/mxnet_onnx_eia


Inference-Recommender
----------------------

.. toctree::
:maxdepth: 1

../sagemaker-inference-recommender/inference-recommender
../sagemaker-inference-recommender/xgboost/xgboost-inference-recommender
../sagemaker-inference-recommender/sklearn-inference-recommender/sklearn-inference-recommender
../sagemaker-inference-recommender/tensorflow-cloudwatch/tf-cloudwatch-inference-recommender
../sagemaker-inference-recommender/huggingface-inference-recommender/huggingface-inference-recommender

Endpoints
---------

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91 changes: 91 additions & 0 deletions introduction_to_amazon_algorithms/index.rst
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Introduction to Amazon Algorithms
=================================

.. raw:: html

<div style="position: relative; padding-bottom: 5%; height: 0; overflow: hidden; max-width: 100%; height: auto;">
<iframe width="560" height="315" src="https://www.youtube.com/embed/wiDHCWVrjCU" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
</div>


Introduction to SageMaker JumpStart
-------------------------------------------

.. toctree::
:maxdepth: 1

jumpstart_machine_translation/Amazon_JumpStart_Machine_Translation
sagemaker-jumpstart/nlp_score_dashboard_sec/sec-dashboard/SEC_Section_Extraction_Functions
../sagemaker-jumpstart/financial_tabtext_construction/SEC_Retrieval_Summarizer_Scoring
../sagemaker-jumpstart/multimodal_tabtext/PPP_tabtext_ML
../sagemaker-jumpstart/multicategory_sec/SEC_MNIST_ML


Built-In Algorithm
-------------------------

.. toctree::
:maxdepth: 1

linear_learner_abalone/Linear_Learner_Regression_csv_format
../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_managed_spot_training
../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone_dist_script_mode
../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_abalone
../aws_sagemaker_studio/introduction_to_amazon_algorithms/xgboost_abalone/xgboost_parquet_input_training
introduction_to_applying_machine_learning/breast_cancer_prediction/Breast Cancer Prediction
introduction_to_applying_machine_learning/lightgbm_catboost_tabtransformer_autogluon_churn/churn-prediction-lightgbm-catboost-tabtransformer-autogluon
introduction_to_applying_machine_learning/ensemble_modeling/EnsembleLearnerCensusIncome
introduction_to_applying_machine_learning/huggingface_sentiment_classification/huggingface_sentiment

Time Series
-------------------------------------------

.. toctree::
:maxdepth: 1

forecasting_services_comparison/deepar_example

Tabular
-------------------------------------------

.. toctree::
:maxdepth: 1

xgboost_linear_learner_tabular/Amazon_Tabular_Regression_XGBoost_LinearLearner
xgboost_linear_learner_tabular/Amazon_Tabular_Classification_XGBoost_LinearLearner
lightgbm_catboost_tabular/Amazon_Tabular_Regression_LightGBM_CatBoost
lightgbm_catboost_tabular/Amazon_Tabular_Classification_LightGBM_CatBoost
autogluon_tabular/Amazon_Tabular_Regression_AutoGluon
autogluon_tabular/Amazon_Tabular_Classification_AutoGluon
tabtransformer_tabular/Amazon_Tabular_Regression_TabTransformer
tabtransformer_tabular/Amazon_Tabular_Classification_TabTransformer


Text
-------------------------------------------

.. toctree::
:maxdepth: 1

jumpstart_text_embedding/Amazon_JumpStart_Text_Embedding
jumpstart_text_summarization/Amazon_JumpStart_Text_Summarization
jumpstart_question_answering/Amazon_JumpStart_Question_Answering
jumpstart_sentence_pair_classification/Amazon_JumpStart_Sentence_Pair_Classification
jumpstart_text_classification/Amazon_JumpStart_Text_Classification
jumpstart_text_generation/Amazon_JumpStart_Text_Generation


Vision
-------------------------------------------

.. toctree::
:maxdepth: 1

image_classification_tensorflow/Amazon_TensorFlow_Image_Classification
jumpstart_image_embedding/Amazon_JumpStart_Image_Embedding
jumpstart_semantic_segmentation/Amazon_JumpStart_Semantic_Segmentation_Extract_Image
jumpstart_object_detection/Amazon_JumpStart_Object_Detection
jumpstart_semantic_segmentation/Amazon_JumpStart_Semantic_Segmentation
jumpstart_instance_segmentation/Amazon_JumpStart_Instance_Segmentation
jumpstart_named_entity_recognition/Amazon_JumpStart_Named_Entity_Recognition
jumpstart_instance_segmentation/Amazon_JumpStart_Instance_Segmentation
10 changes: 10 additions & 0 deletions introduction_to_applying_machine_learning/index.rst
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Applying ML Algorithms
------------------------------

.. toctree::
:maxdepth: 1

introduction_to_applying_machine_learning/breast_cancer_prediction/Breast Cancer Prediction
lightgbm_catboost_tabtransformer_autogluon_churn/churn-prediction-lightgbm-catboost-tabtransformer-autogluon
introduction_to_applying_machine_learning/ensemble_modeling/EnsembleLearnerCensusIncome
introduction_to_applying_machine_learning/huggingface_sentiment_classification/huggingface_sentiment
7 changes: 7 additions & 0 deletions ml-lifecycle/index.rst
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Feature Store
---------------------------

.. toctree::
:maxdepth: 1

feature_store/FS_demo
7 changes: 7 additions & 0 deletions model-governance/index.rst
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Model Governance
---------------------

.. toctree::
:maxdepth: 0

model_governance_graph
4 changes: 4 additions & 0 deletions r_examples/index.rst
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Expand Up @@ -10,3 +10,7 @@ R Examples
r_batch_transform/r_xgboost_batch_transform
r_xgboost_hpo_batch_transform/r_xgboost_hpo_batch_transform
r_byo_r_algo_hpo/tune_r_bring_your_own
r_serving_with_plumber/Plumber_Example
r_sagemaker_binary_classification_algorithms/R_binary_classification_algorithms_comparison
r_serving_with_fastapi/FastAPI_Example
r_serving_with_restrserve/RestRServe_Example
11 changes: 11 additions & 0 deletions reinforcement_learning/index.rst
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Expand Up @@ -177,6 +177,17 @@ Play global thermonuclear war with a computer.
rl_tic_tac_toe_coach_customEnv/rl_tic_tac_toe_coach_customEnv


Stock Trading
------------

Try stock trading with SageMaker RL.

.. toctree::
:maxdepth: 0

rl_stock_trading_coach_customEnv/rl_stock_trading_coach_customEnv


Traveling salesman problem
--------------------------

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2 changes: 2 additions & 0 deletions sagemaker-debugger/index.rst
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Expand Up @@ -25,6 +25,7 @@ Profiling

debugger_interactive_analysis_profiling/interactive_analysis_profiling_data
tensorflow_nlp_sentiment_analysis/sentiment-analysis-tf-distributed-training-bringyourownscript
pytorch_profiling/pt-resnet-profiling-single-gpu-single-node

----

Expand Down Expand Up @@ -77,6 +78,7 @@ TensorFlow 1.x
tensorflow_action_on_rule/detect_stalled_training_job_and_stop
tensorflow_action_on_rule/tf-mnist-stop-training-job
tensorflow_keras_custom_rule/tf-keras-custom-rule
tensorflow_action_on_rule/detect_stalled_training_job_and_actions


PyTorch
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8 changes: 8 additions & 0 deletions sagemaker-experiments/index.rst
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Expand Up @@ -35,3 +35,11 @@ Search
:maxdepth: 1

../advanced_functionality/search/ml_experiment_management_using_search

Hyperparameter Tuning Job
=========================

.. toctree::
:maxdepth: 1

associate-hyper-parameter-tuning-job/associate-hyperparameter-tuning-job
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