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python
azure-machine-learning
Top-level directory for official Azure Machine Learning Python SDK v2 sample code.

Azure Machine Learning SDK (v2) examples

code style: black license: MIT

Prerequisites

  1. An Azure subscription. If you don't have an Azure subscription, create a free account before you begin.

Getting started

  1. Install the SDK v2
pip install azure-ai-ml

Clone examples repository

git clone https://github.com/Azure/azureml-examples
cd azureml-examples/sdk/python

Examples available

Test Status is for branch - main

Area Sub-Area Notebook Description Status
assets assets-in-registry share-data-using-registry no description share-data-using-registry
assets assets-in-registry share-models-components-environments no description share-models-components-environments
assets component component Create a component asset component
assets data data Read, write and register a data asset data
assets data versioning Compute and check dataset hash in Azure ML; register if unique for efficient versioning. versioning
assets data working_with_mltable Read, write and register a data asset working_with_mltable
assets environment environment Create custom environments from docker and/or conda YAML environment
assets model model Create model from local files, cloud files, Runs model
data-wrangling interactive_data_wrangling.ipynb interactive_data_wrangling no description - This sample is excluded from automated tests interactive_data_wrangling
endpoints batch custom-output-batch no description custom-output-batch
endpoints batch mlflow-for-batch-tabular no description mlflow-for-batch-tabular
endpoints batch text-summarization-batch no description text-summarization-batch
endpoints batch imagenet-classifier-batch no description imagenet-classifier-batch
endpoints batch imagenet-classifier-mlflow no description imagenet-classifier-mlflow
endpoints batch mnist-batch Create and test batch endpoint and deployement mnist-batch
endpoints batch deploy-and-test no description deploy-and-test
endpoints batch sdk-deploy-and-test no description sdk-deploy-and-test
endpoints batch sdk-deploy-and-test no description sdk-deploy-and-test
endpoints batch sdk-deploy-and-test no description sdk-deploy-and-test
endpoints online online-endpoints-custom-container-multimodel no description online-endpoints-custom-container-multimodel
endpoints online online-endpoints-custom-container Deploy a custom container as an online endpoint. Use web servers other than the default Python Flask server used by Azure ML without losing the benefits of Azure ML's built-in monitoring, scaling, alerting, and authentication. online-endpoints-custom-container
endpoints online online-endpoints-triton-cc Deploy a custom container as an online endpoint. Use web servers other than the default Python Flask server used by Azure ML without losing the benefits of Azure ML's built-in monitoring, scaling, alerting, and authentication. online-endpoints-triton-cc
endpoints online sdk-deploy-and-test no description sdk-deploy-and-test
endpoints online sdk-deploy-and-test no description sdk-deploy-and-test
endpoints online sdk-deploy-and-test no description sdk-deploy-and-test
endpoints online kubernetes-online-endpoints-safe-rollout Safely rollout a new version of a web service to production by rolling out the change to a small subset of users/requests before rolling it out completely kubernetes-online-endpoints-safe-rollout
endpoints online kubernetes-online-endpoints-simple-deployment Use an online endpoint to deploy your model, so you don't have to create and manage the underlying infrastructure kubernetes-online-endpoints-simple-deployment
endpoints online 1_langchain_basic_deploy no description 1_langchain_basic_deploy
endpoints online 1_semantic_http_server no description 1_semantic_http_server
endpoints online debug-online-endpoints-locally-in-visual-studio-code no description - This sample is excluded from automated tests debug-online-endpoints-locally-in-visual-studio-code
endpoints online online-endpoints-managed-identity-sai no description online-endpoints-managed-identity-sai
endpoints online online-endpoints-managed-identity-uai no description online-endpoints-managed-identity-uai
endpoints online online-endpoints-binary-payloads no description online-endpoints-binary-payloads
endpoints online online-endpoints-inference-schema no description online-endpoints-inference-schema
endpoints online online-endpoints-keyvault no description online-endpoints-keyvault
endpoints online online-endpoints-multimodel no description online-endpoints-multimodel
endpoints online online-endpoints-openapi no description online-endpoints-openapi
endpoints online online-endpoints-safe-rollout Safely rollout a new version of a web service to production by rolling out the change to a small subset of users/requests before rolling it out completely online-endpoints-safe-rollout
endpoints online online-endpoints-simple-deployment Use an online endpoint to deploy your model, so you don't have to create and manage the underlying infrastructure online-endpoints-simple-deployment
endpoints online online-endpoints-deploy-mlflow-model-with-script Deploy an mlflow model to an online endpoint. This will be a no-code-deployment. It doesn't require scoring script and environment. online-endpoints-deploy-mlflow-model-with-script
endpoints online online-endpoints-deploy-mlflow-model Deploy an mlflow model to an online endpoint. This will be a no-code-deployment. It doesn't require scoring script and environment. online-endpoints-deploy-mlflow-model
endpoints online online-endpoints-triton Deploy a custom container as an online endpoint. Use web servers other than the default Python Flask server used by Azure ML without losing the benefits of Azure ML's built-in monitoring, scaling, alerting, and authentication. online-endpoints-triton
featurestore_sample automation-test test_featurestore_cli_samples no description test_featurestore_cli_samples
featurestore_sample automation-test test_featurestore_sdk_samples no description test_featurestore_sdk_samples
featurestore_sample automation-test test_featurestore_vnet_samples no description test_featurestore_vnet_samples
foundation-models azure_openai openai_completions_finetune no description openai_completions_finetune
foundation-models benchmarking evaluating_claude_models no description evaluating_claude_models
foundation-models benchmarking evaluating_oai_models no description evaluating_oai_models
foundation-models cohere cohere-aisearch-langchain-rag no description cohere-aisearch-langchain-rag
foundation-models cohere cohere-aisearch-rag no description cohere-aisearch-rag
foundation-models cohere cohere-cmdR no description cohere-cmdR
foundation-models cohere cohere-embed no description cohere-embed
foundation-models cohere cohere_faiss_langchain_embed no description cohere_faiss_langchain_embed
foundation-models cohere command_faiss_langchain no description command_faiss_langchain
foundation-models cohere command_tools-langchain no description command_tools-langchain
foundation-models cohere langchain no description langchain
foundation-models cohere litellm no description litellm
foundation-models cohere openaisdk no description openaisdk
foundation-models cohere webrequests no description webrequests
foundation-models azure_openai openai_chat_finetune_pipeline no description openai_chat_finetune_pipeline
foundation-models huggingface question-answering-online-endpoint no description question-answering-online-endpoint
foundation-models huggingface text-generation-streaming-online-endpoint no description text-generation-streaming-online-endpoint
foundation-models huggingface token-classification-online-endpoint no description token-classification-online-endpoint
foundation-models huggingface translation-online-endpoint no description translation-online-endpoint
foundation-models huggingface zero-shot-classification-online-endpoint no description zero-shot-classification-online-endpoint
foundation-models system fill-mask no description fill-mask
foundation-models system image-multiclass-classification no description image-multiclass-classification
foundation-models system image-multilabel-classification no description image-multilabel-classification
foundation-models system image-instance-segmentation no description image-instance-segmentation
foundation-models system image-object-detection no description image-object-detection
foundation-models system question-answering no description question-answering
foundation-models system abstractive-and-extractive-summarization no description abstractive-and-extractive-summarization
foundation-models system entailment-contradiction no description entailment-contradiction
foundation-models system sentiment-analysis no description sentiment-analysis
foundation-models system text-generation no description text-generation
foundation-models system news-articles-entity-recognition no description news-articles-entity-recognition
foundation-models system translation-romanian-to-english no description translation-romanian-to-english
foundation-models system emotion-detection-llama-multinode-serverless no description emotion-detection-llama-multinode-serverless
foundation-models system emotion-detection-llama-multinode no description emotion-detection-llama-multinode
foundation-models system emotion-detection-llama-serverless-compute no description emotion-detection-llama-serverless-compute
foundation-models system emotion-detection-llama no description emotion-detection-llama
foundation-models system abstractive_qna_with_text_gen no description abstractive_qna_with_text_gen
foundation-models system summarization_with_text_gen no description summarization_with_text_gen
foundation-models system hftransformers-fridgeobjects-multiclass-classification no description hftransformers-fridgeobjects-multiclass-classification
foundation-models system hftransformers-fridgeobjects-multilabel-classification no description hftransformers-fridgeobjects-multilabel-classification
foundation-models system mmdetection-fridgeobjects-instance-segmentation no description mmdetection-fridgeobjects-instance-segmentation
foundation-models system mmdetection-fridgeobjects-object-detection no description mmdetection-fridgeobjects-object-detection
foundation-models system common no description common
foundation-models system extractive-qa no description extractive-qa
foundation-models system summarization_with_text_gen no description summarization_with_text_gen
foundation-models system news-summary no description news-summary
foundation-models system emotion-detection no description emotion-detection
foundation-models system token-classification no description token-classification
foundation-models system translation no description translation
foundation-models system mmtracking-video-multi-object-tracking no description mmtracking-video-multi-object-tracking
foundation-models system import_mmdetection_model_into_registry no description import_mmdetection_model_into_registry
foundation-models system import_model_into_registry no description import_model_into_registry
foundation-models system asr-batch-endpoint no description asr-batch-endpoint
foundation-models system asr-online-endpoint no description asr-online-endpoint
foundation-models system fill-mask-batch-endpoint no description fill-mask-batch-endpoint
foundation-models system fill-mask-online-endpoint-oss no description fill-mask-online-endpoint-oss
foundation-models system fill-mask-online-endpoint no description fill-mask-online-endpoint
foundation-models system image-classification-batch-endpoint no description image-classification-batch-endpoint
foundation-models system image-classification-online-endpoint no description image-classification-online-endpoint
foundation-models system image-instance-segmentation-batch-endpoint no description image-instance-segmentation-batch-endpoint
foundation-models system image-instance-segmentation-online-endpoint no description image-instance-segmentation-online-endpoint
foundation-models system image-object-detection-batch-endpoint no description image-object-detection-batch-endpoint
foundation-models system image-object-detection-online-endpoint no description image-object-detection-online-endpoint
foundation-models system image-text-embeddings-batch-endpoint no description image-text-embeddings-batch-endpoint
foundation-models system image-text-embeddings-online-endpoint no description image-text-embeddings-online-endpoint
foundation-models system text-to-image-retrieval no description text-to-image-retrieval
foundation-models system image-to-text-batch-endpoint no description image-to-text-batch-endpoint
foundation-models system image-to-text-online-endpoint no description image-to-text-online-endpoint
foundation-models system mask-generation-batch-endpoint no description mask-generation-batch-endpoint
foundation-models system mask-generation-online-endpoint no description mask-generation-online-endpoint
foundation-models system question-answering-batch-endpoint no description question-answering-batch-endpoint
foundation-models system question-answering-online-endpoint-oss no description question-answering-online-endpoint-oss
foundation-models system question-answering-online-endpoint no description question-answering-online-endpoint
foundation-models system summarization-batch-endpoint no description summarization-batch-endpoint
foundation-models system summarization-online-endpoint no description summarization-online-endpoint
foundation-models system entailment-contradiction-batch no description entailment-contradiction-batch
foundation-models system text-classification-online-endpoint-oss no description text-classification-online-endpoint-oss
foundation-models system text-classification-online-endpoint no description text-classification-online-endpoint
foundation-models system aacs-prepare-uai no description aacs-prepare-uai
foundation-models system falcon-safe-online-deployment no description falcon-safe-online-deployment
foundation-models system llama-safe-batch-deployment no description llama-safe-batch-deployment
foundation-models system llama-safe-online-deployment no description llama-safe-online-deployment
foundation-models system text-generation-batch-endpoint no description text-generation-batch-endpoint
foundation-models system text-generation-online-endpoint-dolly no description text-generation-online-endpoint-dolly
foundation-models system text-generation-online-endpoint-oss no description text-generation-online-endpoint-oss
foundation-models system text-generation-online-endpoint no description text-generation-online-endpoint
foundation-models system aacs-prepare-uai no description aacs-prepare-uai
foundation-models system image-text-to-image-batch-endpoint no description image-text-to-image-batch-endpoint
foundation-models system image-text-to-image-online-endpoint no description image-text-to-image-online-endpoint
foundation-models system safe-image-text-to-image-batch-deployment no description safe-image-text-to-image-batch-deployment
foundation-models system safe-image-text-to-image-online-endpoint no description safe-image-text-to-image-online-endpoint
foundation-models system safe-text-to-image-batch-deployment no description safe-text-to-image-batch-deployment
foundation-models system safe-text-to-image-inpainting-batch-deployment no description safe-text-to-image-inpainting-batch-deployment
foundation-models system safe-text-to-image-inpainting-online-endpoint no description safe-text-to-image-inpainting-online-endpoint
foundation-models system safe-text-to-image-online-deployment no description safe-text-to-image-online-deployment
foundation-models system text-to-image-batch-endpoint no description text-to-image-batch-endpoint
foundation-models system text-to-image-inpainting-batch-endpoint no description text-to-image-inpainting-batch-endpoint
foundation-models system text-to-image-inpainting-online-endpoint no description text-to-image-inpainting-online-endpoint
foundation-models system text-to-image-online-endpoint no description text-to-image-online-endpoint
foundation-models system token-classification-batch-endpoint no description token-classification-batch-endpoint
foundation-models system token-classification-online-endpoint-oss no description token-classification-online-endpoint-oss
foundation-models system token-classification-online-endpoint no description token-classification-online-endpoint
foundation-models system translation-batch-endpoint no description translation-batch-endpoint
foundation-models system translation-online-endpoint-oss no description translation-online-endpoint-oss
foundation-models system translation-online-endpoint no description translation-online-endpoint
foundation-models system video-multi-object-tracking-online-endpoint no description video-multi-object-tracking-online-endpoint
foundation-models system visual-question-answering-batch-endpoint no description visual-question-answering-batch-endpoint
foundation-models system visual-question-answering-online-endpoint no description visual-question-answering-online-endpoint
foundation-models system zero-shot-image-classification-batch-endpoint no description zero-shot-image-classification-batch-endpoint
foundation-models system zero-shot-image-classification-online-endpoint no description zero-shot-image-classification-online-endpoint
generative-ai promptflow create_faiss_index no description create_faiss_index
generative-ai rag test no description test
generative-ai rag acs_mlindex_with_langchain no description acs_mlindex_with_langchain
generative-ai rag s3_to_acs_mlindex_with_langchain no description s3_to_acs_mlindex_with_langchain
generative-ai rag crack_pdfs_with_azure_document_intelligence no description crack_pdfs_with_azure_document_intelligence
generative-ai rag db_copilot_with_rag no description db_copilot_with_rag
generative-ai rag faiss_mlindex_with_langchain no description faiss_mlindex_with_langchain
generative-ai rag scheduled_update_faiss_index no description scheduled_update_faiss_index
generative-ai rag url_to_faiss_incremental_embeddings_with_tabular_data no description url_to_faiss_incremental_embeddings_with_tabular_data
generative-ai rag mlindex_with_testgen no description mlindex_with_testgen
generative-ai rag mlindex_with_testgen_autoprompt no description mlindex_with_testgen_autoprompt
generative-ai rag pinecone_mlindex_with_langchain no description pinecone_mlindex_with_langchain
generative-ai rag s3_to_pinecone_mlindex_with_langchain no description s3_to_pinecone_mlindex_with_langchain
generative-ai rag qa_data_generation no description qa_data_generation
jobs automl-standalone-jobs script_run_notebook no description script_run_notebook
jobs automl-standalone-jobs automl-classification-task-bankmarketing-serverless no description automl-classification-task-bankmarketing-serverless
jobs automl-standalone-jobs automl-classification-task-bankmarketing no description automl-classification-task-bankmarketing
jobs automl-standalone-jobs mlflow-model-local-inference-test no description - This sample is excluded from automated tests mlflow-model-local-inference-test
jobs automl-standalone-jobs automl-forecasting-distributed-tcn no description automl-forecasting-distributed-tcn
jobs automl-standalone-jobs auto-ml-forecasting-github-dau no description auto-ml-forecasting-github-dau
jobs automl-standalone-jobs automl-forecasting-orange-juice-sales-mlflow no description automl-forecasting-orange-juice-sales-mlflow
jobs automl-standalone-jobs automl-forecasting-recipe-univariate-experiment-settings no description automl-forecasting-recipe-univariate-experiment-settings
jobs automl-standalone-jobs automl-forecasting-recipe-univariate-run no description automl-forecasting-recipe-univariate-run
jobs automl-standalone-jobs auto-ml-forecasting-bike-share no description auto-ml-forecasting-bike-share
jobs automl-standalone-jobs automl-forecasting-task-energy-demand-advanced-mlflow no description automl-forecasting-task-energy-demand-advanced-mlflow
jobs automl-standalone-jobs automl-forecasting-task-energy-demand-advanced no description automl-forecasting-task-energy-demand-advanced
jobs automl-standalone-jobs mlflow-model-local-inference-test no description - This sample is excluded from automated tests mlflow-model-local-inference-test
jobs automl-standalone-jobs automl-image-classification-multiclass-task-fridge-items no description automl-image-classification-multiclass-task-fridge-items
jobs automl-standalone-jobs mlflow-model-local-inference-test no description - This sample is excluded from automated tests mlflow-model-local-inference-test
jobs automl-standalone-jobs automl-image-classification-multilabel-task-fridge-items no description automl-image-classification-multilabel-task-fridge-items
jobs automl-standalone-jobs mlflow-model-local-inference-test no description - This sample is excluded from automated tests mlflow-model-local-inference-test
jobs automl-standalone-jobs automl-image-instance-segmentation-task-fridge-items no description automl-image-instance-segmentation-task-fridge-items
jobs automl-standalone-jobs mlflow-model-local-inference-test no description - This sample is excluded from automated tests mlflow-model-local-inference-test
jobs automl-standalone-jobs odFridgeObjects_jsonl2coco no description odFridgeObjects_jsonl2coco
jobs automl-standalone-jobs image-object-detection-batch-scoring-non-mlflow-model no description image-object-detection-batch-scoring-non-mlflow-model
jobs automl-standalone-jobs automl-image-object-detection-task-fridge-items no description automl-image-object-detection-task-fridge-items
jobs automl-standalone-jobs mlflow-model-local-inference-test no description - This sample is excluded from automated tests mlflow-model-local-inference-test
jobs automl-standalone-jobs automl-nlp-multiclass-sentiment-mlflow no description automl-nlp-multiclass-sentiment-mlflow
jobs automl-standalone-jobs automl-nlp-multiclass-sentiment no description automl-nlp-multiclass-sentiment
jobs automl-standalone-jobs mlflow-model-local-inference-test no description - This sample is excluded from automated tests mlflow-model-local-inference-test
jobs automl-standalone-jobs automl-nlp-multilabel-paper-cat no description automl-nlp-multilabel-paper-cat
jobs automl-standalone-jobs automl-nlp-text-ner-task-distributed-with-sweeping no description automl-nlp-text-ner-task-distributed-with-sweeping
jobs automl-standalone-jobs automl-nlp-text-ner-task no description automl-nlp-text-ner-task
jobs automl-standalone-jobs automl-regression-task-hardware-performance no description automl-regression-task-hardware-performance
jobs configuration.ipynb configuration Setting up your Azure Machine Learning services workspace and configuring needed resources configuration
jobs multicloud-configuration.ipynb multicloud-configuration Setting up your Azure Machine Learning services workspace and configuring needed resources - This sample is excluded from automated tests multicloud-configuration
jobs parallel oj_sales_prediction Create pipeline with parallel node to do batch inference oj_sales_prediction
jobs parallel iris_batch_prediction Create pipeline with parallel node to do batch inference iris_batch_prediction
jobs parallel mnist_batch_prediction Create pipeline with parallel node to do batch inference mnist_batch_prediction
jobs pipelines pipeline_with_components_from_yaml Create pipeline with CommandComponents from local YAML file pipeline_with_components_from_yaml
jobs pipelines pipeline_with_components_from_yaml_serverless Create pipeline with CommandComponents from local YAML file pipeline_with_components_from_yaml_serverless
jobs pipelines pipeline_with_python_function_components Create pipeline with command_component decorator pipeline_with_python_function_components
jobs pipelines pipeline_with_hyperparameter_sweep Use sweep (hyperdrive) in pipeline to train mnist model using tensorflow pipeline_with_hyperparameter_sweep
jobs pipelines pipeline_with_non_python_components Create a pipeline with command function pipeline_with_non_python_components
jobs pipelines pipeline_with_registered_components Register component and then use these components to build pipeline pipeline_with_registered_components
jobs pipelines pipeline_with_parallel_nodes Create pipeline with parallel node to do batch inference pipeline_with_parallel_nodes
jobs pipelines automl-classification-bankmarketing-in-pipeline Create pipeline with automl node automl-classification-bankmarketing-in-pipeline
jobs pipelines automl-forecasting-in-pipeline no description automl-forecasting-in-pipeline
jobs pipelines automl-image-classification-multiclass-in-pipeline Create pipeline with automl node automl-image-classification-multiclass-in-pipeline
jobs pipelines automl-image-classification-multilabel-in-pipeline Create pipeline with automl node automl-image-classification-multilabel-in-pipeline
jobs pipelines automl-image-instance-segmentation-in-pipeline Create pipeline with automl node automl-image-instance-segmentation-in-pipeline
jobs pipelines automl-image-object-detection-in-pipeline Create pipeline with automl node automl-image-object-detection-in-pipeline
jobs pipelines automl-regression-house-pricing-in-pipeline Create pipeline with automl node automl-regression-house-pricing-in-pipeline
jobs pipelines automl-text-classification-in-pipeline Create pipeline with automl node automl-text-classification-in-pipeline
jobs pipelines automl-text-classification-multilabel-in-pipeline Create pipeline with automl node automl-text-classification-multilabel-in-pipeline
jobs pipelines automl-text-ner-named-entity-recognition-in-pipeline Create pipeline with automl node automl-text-ner-named-entity-recognition-in-pipeline
jobs pipelines pipeline_with_spark_nodes Create pipeline with spark node pipeline_with_spark_nodes
jobs pipelines nyc_taxi_data_regression_with_pipeline_component Create pipeline with CommandComponents from local YAML file nyc_taxi_data_regression_with_pipeline_component
jobs pipelines pipeline_with_train_eval_pipeline_component Create pipeline with CommandComponents from local YAML file pipeline_with_train_eval_pipeline_component
jobs pipelines automl-forecasting-demand-hts no description automl-forecasting-demand-hts
jobs pipelines automl-forecasting-demand-many-models-in-pipeline no description automl-forecasting-demand-many-models-in-pipeline
jobs pipelines flow_in_pipeline Create pipeline using components to run a distributed job with tensorflow flow_in_pipeline
jobs pipelines train_mnist_with_tensorflow Create pipeline using components to run a distributed job with tensorflow train_mnist_with_tensorflow
jobs pipelines train_cifar_10_with_pytorch Get data, train and evaluate a model in pipeline with Components train_cifar_10_with_pytorch
jobs pipelines nyc_taxi_data_regression Build pipeline with components for 5 jobs - prep data, transform data, train model, predict results and evaluate model performance nyc_taxi_data_regression
jobs pipelines image_classification_with_densenet Create pipeline to train cnn image classification model image_classification_with_densenet
jobs pipelines image_classification_keras_minist_convnet Create pipeline to train cnn image classification model with keras image_classification_keras_minist_convnet
jobs single-step debug-and-monitor Run a Command to train a basic neural network with TensorFlow on the MNIST dataset debug-and-monitor
jobs single-step lightgbm-iris-sweep Run hyperparameter sweep on a Command or CommandComponent lightgbm-iris-sweep
jobs single-step objectdetectionAzureML no description objectdetectionAzureML
jobs single-step tutorial no description tutorial
jobs single-step distributed-cifar10 no description distributed-cifar10
jobs single-step pytorch-iris Run Command to train a neural network with PyTorch on Iris dataset pytorch-iris
jobs single-step train-hyperparameter-tune-deploy-with-pytorch Train, hyperparameter tune, and deploy a PyTorch model to classify chicken and turkey images to build a deep learning neural network (DNN) based on PyTorch's transfer learning tutorial. train-hyperparameter-tune-deploy-with-pytorch
jobs single-step accident-prediction Run R in a Command to train a prediction model accident-prediction
jobs single-step sklearn-diabetes Run Command to train a scikit-learn LinearRegression model on the Diabetes dataset sklearn-diabetes
jobs single-step iris-scikit-learn Run Command to train a scikit-learn SVM on the Iris dataset iris-scikit-learn
jobs single-step sklearn-mnist Run a Command to train a scikit-learn SVM on the mnist dataset. sklearn-mnist
jobs single-step train-hyperparameter-tune-with-sklearn Train and tune a machine learning model using scikit-learn training scripts to build a to classify iris flower images. - This sample is excluded from automated tests train-hyperparameter-tune-with-sklearn
jobs single-step tensorflow-mnist-distributed Run a Distributed Command to train a basic neural network with TensorFlow on the MNIST dataset tensorflow-mnist-distributed
jobs single-step tensorflow-mnist Run a Command to train a basic neural network with TensorFlow on the MNIST dataset tensorflow-mnist
jobs single-step train-hyperparameter-tune-deploy-with-keras Train, hyperparameter tune, and deploy a Keras model to classify handwritten digits using a deep neural network (DNN). - This sample is excluded from automated tests train-hyperparameter-tune-deploy-with-keras
jobs single-step train-hyperparameter-tune-deploy-with-tensorflow Train, hyperparameter tune, and deploy a Tensorflow model to classify handwritten digits using a deep neural network (DNN). - This sample is excluded from automated tests train-hyperparameter-tune-deploy-with-tensorflow
jobs spark run_interactive_session_notebook no description run_interactive_session_notebook
jobs spark submit_spark_pipeline_jobs no description submit_spark_pipeline_jobs
jobs spark submit_spark_standalone_jobs no description submit_spark_standalone_jobs
jobs spark submit_spark_standalone_jobs_managed_vnet no description submit_spark_standalone_jobs_managed_vnet
resources compute attach_manage_spark_pools no description attach_manage_spark_pools
resources compute compute Create compute in Azure ML workspace compute
resources connections connections no description connections
resources datastores datastore Create datastores and use in a Command - This sample is excluded from automated tests datastore
resources registry registry-create no description registry-create
resources workspace workspace Create Azure ML workspace workspace
responsible-ai mlflow-deployment-with-explanations mlflow-deployment-with-explanations no description mlflow-deployment-with-explanations
responsible-ai tabular responsibleaidashboard-diabetes-decision-making no description responsibleaidashboard-diabetes-decision-making
responsible-ai tabular responsibleaidashboard-diabetes-regression-model-debugging no description responsibleaidashboard-diabetes-regression-model-debugging
responsible-ai tabular responsibleaidashboard-education-student-attrition-classificaton no description responsibleaidashboard-education-student-attrition-classificaton
responsible-ai tabular responsibleaidashboard-finance-loan-classification no description responsibleaidashboard-finance-loan-classification
responsible-ai tabular responsibleaidashboard-healthcare-covid-classification no description responsibleaidashboard-healthcare-covid-classification
responsible-ai tabular responsibleaidashboard-housing-classification-model-debugging no description responsibleaidashboard-housing-classification-model-debugging
responsible-ai tabular responsibleaidashboard-housing-decision-making no description responsibleaidashboard-housing-decision-making
responsible-ai tabular responsibleaidashboard-programmer-regression-model-debugging no description responsibleaidashboard-programmer-regression-model-debugging
responsible-ai text responsibleaidashboard-multilabel-text-classification-covid-events no description responsibleaidashboard-multilabel-text-classification-covid-events
responsible-ai text responsibleaidashboard-text-classification-DBPedia no description responsibleaidashboard-text-classification-DBPedia
responsible-ai text responsibleaidashboard-text-classification-blbooksgenre no description responsibleaidashboard-text-classification-blbooksgenre
responsible-ai text responsibleaidashboard-text-classification-financial-news no description responsibleaidashboard-text-classification-financial-news
responsible-ai text responsibleaidashboard-text-question-answering-squad no description responsibleaidashboard-text-question-answering-squad
responsible-ai vision responsibleaidashboard-automl-image-classification-fridge no description responsibleaidashboard-automl-image-classification-fridge
responsible-ai vision responsibleaidashboard-automl-object-detection-fridge-private-data no description responsibleaidashboard-automl-object-detection-fridge-private-data
responsible-ai vision responsibleaidashboard-image-classification-fridge no description responsibleaidashboard-image-classification-fridge
responsible-ai vision responsibleaidashboard-image-flower-classification no description responsibleaidashboard-image-flower-classification
responsible-ai vision responsibleaidashboard-image-multilabel-classification-fridge no description responsibleaidashboard-image-multilabel-classification-fridge
responsible-ai vision responsibleaidashboard-object-detection-MSCOCO no description responsibleaidashboard-object-detection-MSCOCO
schedules job-schedule.ipynb job-schedule Create a component asset job-schedule
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using-mlflow deploy mlflow_sdk_online_endpoints_progresive no description - This sample is excluded from automated tests mlflow_sdk_online_endpoints_progresive
using-mlflow deploy mlflow_sdk_web_service no description - This sample is excluded from automated tests mlflow_sdk_web_service
using-mlflow deploy scoring_to_mlmodel no description - This sample is excluded from automated tests scoring_to_mlmodel
using-mlflow deploy track_with_databricks_deploy_aml no description - This sample is excluded from automated tests track_with_databricks_deploy_aml
using-mlflow model-management model_management no description - This sample is excluded from automated tests model_management
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Contributing

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Code of Conduct

This project has adopted the Microsoft Open Source Code of Conduct. Please see the code of conduct for details.

Reference