Introduction to Amazon Algorithms
=================================

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Introduction to SageMaker JumpStart
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.. 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
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.. toctree::
   :maxdepth: 1

   forecasting_services_comparison/deepar_example

Tabular
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.. 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
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.. 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
   jumpstart_text_classification/Amazon_JumpStart_HuggingFace_Text_Classification
   jumpstart-foundation-models/text2text-generation-Batch-Transform

Vision
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.. 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