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sample

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azure-machine-learning

Top-level directory for official Azure Machine Learning Python SDK v2 sample code.

Azure Machine Learning SDK (v2) examples

Prerequisites

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

Getting started

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
assets	assets-in-registry	share-data-using-registry	no description
assets	assets-in-registry	share-models-components-environments	no description
assets	component	component	Create a component asset
assets	data	data	Read, write and register a data asset
assets	data	working_with_mltable	Read, write and register a data asset
assets	environment	environment	Create custom environments from docker and/or conda YAML
assets	model	model	Create model from local files, cloud files, Runs
data-wrangling	interactive_data_wrangling.ipynb	interactive_data_wrangling	no description - This sample is excluded from automated tests
endpoints	batch	custom-output-batch	no description
endpoints	batch	mlflow-for-batch-tabular	no description
endpoints	batch	text-summarization-batch	no description
endpoints	batch	imagenet-classifier-batch	no description
endpoints	batch	imagenet-classifier-mlflow	no description
endpoints	batch	mnist-batch	Create and test batch endpoint and deployement
endpoints	batch	deploy-and-test	no description
endpoints	batch	sdk-deploy-and-test	no description
endpoints	batch	sdk-deploy-and-test	no description
endpoints	batch	sdk-deploy-and-test	no description
endpoints	online	online-endpoints-custom-container-multimodel	no description
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.
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.
endpoints	online	sdk-deploy-and-test	no description
endpoints	online	sdk-deploy-and-test	no description
endpoints	online	sdk-deploy-and-test	no description
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
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
endpoints	online	1_langchain_basic_deploy	no description
endpoints	online	1_semantic_http_server	no description
endpoints	online	debug-online-endpoints-locally-in-visual-studio-code	no description - This sample is excluded from automated tests
endpoints	online	online-endpoints-managed-identity-sai	no description
endpoints	online	online-endpoints-managed-identity-uai	no description
endpoints	online	online-endpoints-binary-payloads	no description
endpoints	online	online-endpoints-inference-schema	no description
endpoints	online	online-endpoints-keyvault	no description
endpoints	online	online-endpoints-multimodel	no description
endpoints	online	online-endpoints-openapi	no description
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
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
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.
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.
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.
featurestore_sample	automation-test	test_featurestore_cli_samples	no description
featurestore_sample	automation-test	test_featurestore_sdk_samples	no description
featurestore_sample	automation-test	test_featurestore_vnet_samples	no description
foundation-models	azure_openai	openai_completions_finetune	no description
foundation-models	benchmarking	evaluating_claude_models	no description
foundation-models	benchmarking	evaluating_oai_models	no description
foundation-models	cohere	cohere-aisearch-langchain-rag	no description
foundation-models	cohere	cohere-aisearch-rag	no description
foundation-models	cohere	cohere-cmdR	no description
foundation-models	cohere	cohere-embed	no description
foundation-models	cohere	cohere_faiss_langchain_embed	no description
foundation-models	cohere	command_faiss_langchain	no description
foundation-models	cohere	command_tools-langchain	no description
foundation-models	cohere	langchain	no description
foundation-models	cohere	litellm	no description
foundation-models	cohere	openaisdk	no description
foundation-models	cohere	webrequests	no description
foundation-models	azure_openai	openai_chat_finetune_pipeline	no description
foundation-models	huggingface	question-answering-online-endpoint	no description
foundation-models	huggingface	text-generation-streaming-online-endpoint	no description
foundation-models	huggingface	token-classification-online-endpoint	no description
foundation-models	huggingface	translation-online-endpoint	no description
foundation-models	huggingface	zero-shot-classification-online-endpoint	no description
foundation-models	system	fill-mask	no description
foundation-models	system	image-multiclass-classification	no description
foundation-models	system	image-multilabel-classification	no description
foundation-models	system	image-instance-segmentation	no description
foundation-models	system	image-object-detection	no description
foundation-models	system	question-answering	no description
foundation-models	system	abstractive-and-extractive-summarization	no description
foundation-models	system	entailment-contradiction	no description
foundation-models	system	sentiment-analysis	no description
foundation-models	system	text-generation	no description
foundation-models	system	news-articles-entity-recognition	no description
foundation-models	system	translation-romanian-to-english	no description
foundation-models	system	emotion-detection-llama-multinode-serverless	no description
foundation-models	system	emotion-detection-llama-multinode	no description
foundation-models	system	emotion-detection-llama-serverless-compute	no description
foundation-models	system	emotion-detection-llama	no description
foundation-models	system	abstractive_qna_with_text_gen	no description
foundation-models	system	summarization_with_text_gen	no description
foundation-models	system	hftransformers-fridgeobjects-multiclass-classification	no description
foundation-models	system	hftransformers-fridgeobjects-multilabel-classification	no description
foundation-models	system	mmdetection-fridgeobjects-instance-segmentation	no description
foundation-models	system	mmdetection-fridgeobjects-object-detection	no description
foundation-models	system	common	no description
foundation-models	system	extractive-qa	no description
foundation-models	system	summarization_with_text_gen	no description
foundation-models	system	news-summary	no description
foundation-models	system	emotion-detection	no description
foundation-models	system	token-classification	no description
foundation-models	system	translation	no description
foundation-models	system	mmtracking-video-multi-object-tracking	no description
foundation-models	system	import_mmdetection_model_into_registry	no description
foundation-models	system	import_model_into_registry	no description
foundation-models	system	asr-batch-endpoint	no description
foundation-models	system	asr-online-endpoint	no description
foundation-models	system	fill-mask-batch-endpoint	no description
foundation-models	system	fill-mask-online-endpoint-oss	no description
foundation-models	system	fill-mask-online-endpoint	no description
foundation-models	system	image-classification-batch-endpoint	no description
foundation-models	system	image-classification-online-endpoint	no description
foundation-models	system	image-instance-segmentation-batch-endpoint	no description
foundation-models	system	image-instance-segmentation-online-endpoint	no description
foundation-models	system	image-object-detection-batch-endpoint	no description
foundation-models	system	image-object-detection-online-endpoint	no description
foundation-models	system	image-text-embeddings-batch-endpoint	no description
foundation-models	system	image-text-embeddings-online-endpoint	no description
foundation-models	system	text-to-image-retrieval	no description
foundation-models	system	image-to-text-batch-endpoint	no description
foundation-models	system	image-to-text-online-endpoint	no description
foundation-models	system	mask-generation-batch-endpoint	no description
foundation-models	system	mask-generation-online-endpoint	no description
foundation-models	system	question-answering-batch-endpoint	no description
foundation-models	system	question-answering-online-endpoint-oss	no description
foundation-models	system	question-answering-online-endpoint	no description
foundation-models	system	summarization-batch-endpoint	no description
foundation-models	system	summarization-online-endpoint	no description
foundation-models	system	entailment-contradiction-batch	no description
foundation-models	system	text-classification-online-endpoint-oss	no description
foundation-models	system	text-classification-online-endpoint	no description
foundation-models	system	aacs-prepare-uai	no description
foundation-models	system	falcon-safe-online-deployment	no description
foundation-models	system	llama-safe-batch-deployment	no description
foundation-models	system	llama-safe-online-deployment	no description
foundation-models	system	text-generation-batch-endpoint	no description
foundation-models	system	text-generation-online-endpoint-dolly	no description
foundation-models	system	text-generation-online-endpoint-oss	no description
foundation-models	system	text-generation-online-endpoint	no description
foundation-models	system	aacs-prepare-uai	no description
foundation-models	system	image-text-to-image-batch-endpoint	no description
foundation-models	system	image-text-to-image-online-endpoint	no description
foundation-models	system	safe-image-text-to-image-batch-deployment	no description
foundation-models	system	safe-image-text-to-image-online-endpoint	no description
foundation-models	system	safe-text-to-image-batch-deployment	no description
foundation-models	system	safe-text-to-image-inpainting-batch-deployment	no description
foundation-models	system	safe-text-to-image-inpainting-online-endpoint	no description
foundation-models	system	safe-text-to-image-online-deployment	no description
foundation-models	system	text-to-image-batch-endpoint	no description
foundation-models	system	text-to-image-inpainting-batch-endpoint	no description
foundation-models	system	text-to-image-inpainting-online-endpoint	no description
foundation-models	system	text-to-image-online-endpoint	no description
foundation-models	system	token-classification-batch-endpoint	no description
foundation-models	system	token-classification-online-endpoint-oss	no description
foundation-models	system	token-classification-online-endpoint	no description
foundation-models	system	translation-batch-endpoint	no description
foundation-models	system	translation-online-endpoint-oss	no description
foundation-models	system	translation-online-endpoint	no description
foundation-models	system	video-multi-object-tracking-online-endpoint	no description
foundation-models	system	visual-question-answering-batch-endpoint	no description
foundation-models	system	visual-question-answering-online-endpoint	no description
foundation-models	system	zero-shot-image-classification-batch-endpoint	no description
foundation-models	system	zero-shot-image-classification-online-endpoint	no description
generative-ai	promptflow	create_faiss_index	no description
generative-ai	rag	test	no description
generative-ai	rag	acs_mlindex_with_langchain	no description
generative-ai	rag	s3_to_acs_mlindex_with_langchain	no description
generative-ai	rag	crack_pdfs_with_azure_document_intelligence	no description
generative-ai	rag	db_copilot_with_rag	no description
generative-ai	rag	faiss_mlindex_with_langchain	no description
generative-ai	rag	scheduled_update_faiss_index	no description
generative-ai	rag	url_to_faiss_incremental_embeddings_with_tabular_data	no description
generative-ai	rag	mlindex_with_testgen	no description
generative-ai	rag	mlindex_with_testgen_autoprompt	no description
generative-ai	rag	pinecone_mlindex_with_langchain	no description
generative-ai	rag	s3_to_pinecone_mlindex_with_langchain	no description
generative-ai	rag	qa_data_generation	no description
jobs	automl-standalone-jobs	script_run_notebook	no description
jobs	automl-standalone-jobs	automl-classification-task-bankmarketing-serverless	no description
jobs	automl-standalone-jobs	automl-classification-task-bankmarketing	no description
jobs	automl-standalone-jobs	mlflow-model-local-inference-test	no description - This sample is excluded from automated tests
jobs	automl-standalone-jobs	automl-forecasting-distributed-tcn	no description
jobs	automl-standalone-jobs	auto-ml-forecasting-github-dau	no description
jobs	automl-standalone-jobs	automl-forecasting-orange-juice-sales-mlflow	no description
jobs	automl-standalone-jobs	automl-forecasting-recipe-univariate-experiment-settings	no description
jobs	automl-standalone-jobs	automl-forecasting-recipe-univariate-run	no description
jobs	automl-standalone-jobs	auto-ml-forecasting-bike-share	no description
jobs	automl-standalone-jobs	automl-forecasting-task-energy-demand-advanced-mlflow	no description
jobs	automl-standalone-jobs	automl-forecasting-task-energy-demand-advanced	no description
jobs	automl-standalone-jobs	mlflow-model-local-inference-test	no description - This sample is excluded from automated tests
jobs	automl-standalone-jobs	automl-image-classification-multiclass-task-fridge-items	no description
jobs	automl-standalone-jobs	mlflow-model-local-inference-test	no description - This sample is excluded from automated tests
jobs	automl-standalone-jobs	automl-image-classification-multilabel-task-fridge-items	no description
jobs	automl-standalone-jobs	mlflow-model-local-inference-test	no description - This sample is excluded from automated tests
jobs	automl-standalone-jobs	automl-image-instance-segmentation-task-fridge-items	no description
jobs	automl-standalone-jobs	mlflow-model-local-inference-test	no description - This sample is excluded from automated tests
jobs	automl-standalone-jobs	odFridgeObjects_jsonl2coco	no description
jobs	automl-standalone-jobs	image-object-detection-batch-scoring-non-mlflow-model	no description
jobs	automl-standalone-jobs	automl-image-object-detection-task-fridge-items	no description
jobs	automl-standalone-jobs	mlflow-model-local-inference-test	no description - This sample is excluded from automated tests
jobs	automl-standalone-jobs	automl-nlp-multiclass-sentiment-mlflow	no description
jobs	automl-standalone-jobs	automl-nlp-multiclass-sentiment	no description
jobs	automl-standalone-jobs	mlflow-model-local-inference-test	no description - This sample is excluded from automated tests
jobs	automl-standalone-jobs	automl-nlp-multilabel-paper-cat	no description
jobs	automl-standalone-jobs	automl-nlp-text-ner-task-distributed-with-sweeping	no description
jobs	automl-standalone-jobs	automl-nlp-text-ner-task	no description
jobs	automl-standalone-jobs	automl-regression-task-hardware-performance	no description
jobs	configuration.ipynb	configuration	Setting up your Azure Machine Learning services workspace and configuring needed resources
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
jobs	parallel	oj_sales_prediction	Create pipeline with parallel node to do batch inference
jobs	parallel	iris_batch_prediction	Create pipeline with parallel node to do batch inference
jobs	parallel	mnist_batch_prediction	Create pipeline with parallel node to do batch inference
jobs	pipelines	pipeline_with_components_from_yaml	Create pipeline with CommandComponents from local YAML file
jobs	pipelines	pipeline_with_components_from_yaml_serverless	Create pipeline with CommandComponents from local YAML file
jobs	pipelines	pipeline_with_python_function_components	Create pipeline with command_component decorator
jobs	pipelines	pipeline_with_hyperparameter_sweep	Use sweep (hyperdrive) in pipeline to train mnist model using tensorflow
jobs	pipelines	pipeline_with_non_python_components	Create a pipeline with command function
jobs	pipelines	pipeline_with_registered_components	Register component and then use these components to build pipeline
jobs	pipelines	pipeline_with_parallel_nodes	Create pipeline with parallel node to do batch inference
jobs	pipelines	automl-classification-bankmarketing-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-forecasting-in-pipeline	no description
jobs	pipelines	automl-image-classification-multiclass-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-image-classification-multilabel-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-image-instance-segmentation-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-image-object-detection-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-regression-house-pricing-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-text-classification-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-text-classification-multilabel-in-pipeline	Create pipeline with automl node
jobs	pipelines	automl-text-ner-named-entity-recognition-in-pipeline	Create pipeline with automl node
jobs	pipelines	pipeline_with_spark_nodes	Create pipeline with spark node
jobs	pipelines	nyc_taxi_data_regression_with_pipeline_component	Create pipeline with CommandComponents from local YAML file
jobs	pipelines	pipeline_with_train_eval_pipeline_component	Create pipeline with CommandComponents from local YAML file
jobs	pipelines	automl-forecasting-demand-hts	no description
jobs	pipelines	automl-forecasting-demand-many-models-in-pipeline	no description
jobs	pipelines	flow_in_pipeline	Create pipeline using components to run a distributed job with tensorflow
jobs	pipelines	train_mnist_with_tensorflow	Create pipeline using components to run a distributed job with tensorflow
jobs	pipelines	train_cifar_10_with_pytorch	Get data, train and evaluate a model in pipeline with Components
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
jobs	pipelines	image_classification_with_densenet	Create pipeline to train cnn image classification model
jobs	pipelines	image_classification_keras_minist_convnet	Create pipeline to train cnn image classification model with keras
jobs	single-step	debug-and-monitor	Run a Command to train a basic neural network with TensorFlow on the MNIST dataset
jobs	single-step	lightgbm-iris-sweep	Run hyperparameter sweep on a Command or CommandComponent
jobs	single-step	objectdetectionAzureML	no description
jobs	single-step	tutorial	no description
jobs	single-step	distributed-cifar10	no description
jobs	single-step	pytorch-iris	Run Command to train a neural network with PyTorch on Iris dataset
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.
jobs	single-step	accident-prediction	Run R in a Command to train a prediction model
jobs	single-step	sklearn-diabetes	Run Command to train a scikit-learn LinearRegression model on the Diabetes dataset
jobs	single-step	iris-scikit-learn	Run Command to train a scikit-learn SVM on the Iris dataset
jobs	single-step	sklearn-mnist	Run a Command to train a scikit-learn SVM on the mnist dataset.
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
jobs	single-step	tensorflow-mnist-distributed-horovod	Run a Distributed Command to train a basic neural network with distributed MPI on the MNIST dataset using Horovod
jobs	single-step	tensorflow-mnist-distributed	Run a Distributed Command to train a basic neural network with TensorFlow on the MNIST dataset
jobs	single-step	tensorflow-mnist	Run a Command to train a basic neural network with TensorFlow on the MNIST dataset
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
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
jobs	spark	run_interactive_session_notebook	no description
jobs	spark	submit_spark_pipeline_jobs	no description
jobs	spark	submit_spark_standalone_jobs	no description
jobs	spark	submit_spark_standalone_jobs_managed_vnet	no description
resources	compute	attach_manage_spark_pools	no description
resources	compute	compute	Create compute in Azure ML workspace
resources	connections	connections	no description
resources	datastores	datastore	Create datastores and use in a Command - This sample is excluded from automated tests
resources	registry	registry-create	no description
resources	workspace	workspace	Create Azure ML workspace
responsible-ai	mlflow-deployment-with-explanations	mlflow-deployment-with-explanations	no description
responsible-ai	tabular	responsibleaidashboard-diabetes-decision-making	no description
responsible-ai	tabular	responsibleaidashboard-diabetes-regression-model-debugging	no description
responsible-ai	tabular	responsibleaidashboard-education-student-attrition-classificaton	no description
responsible-ai	tabular	responsibleaidashboard-finance-loan-classification	no description
responsible-ai	tabular	responsibleaidashboard-healthcare-covid-classification	no description
responsible-ai	tabular	responsibleaidashboard-housing-classification-model-debugging	no description
responsible-ai	tabular	responsibleaidashboard-housing-decision-making	no description
responsible-ai	tabular	responsibleaidashboard-programmer-regression-model-debugging	no description
responsible-ai	text	responsibleaidashboard-multilabel-text-classification-covid-events	no description
responsible-ai	text	responsibleaidashboard-text-classification-DBPedia	no description
responsible-ai	text	responsibleaidashboard-text-classification-blbooksgenre	no description
responsible-ai	text	responsibleaidashboard-text-classification-financial-news	no description
responsible-ai	text	responsibleaidashboard-text-question-answering-squad	no description
responsible-ai	vision	responsibleaidashboard-automl-image-classification-fridge	no description
responsible-ai	vision	responsibleaidashboard-automl-object-detection-fridge-private-data	no description
responsible-ai	vision	responsibleaidashboard-image-classification-fridge	no description
responsible-ai	vision	responsibleaidashboard-image-flower-classification	no description
responsible-ai	vision	responsibleaidashboard-image-multilabel-classification-fridge	no description
responsible-ai	vision	responsibleaidashboard-object-detection-MSCOCO	no description
schedules	job-schedule.ipynb	job-schedule	Create a component asset
using-mlflow	deploy	mlflow_sdk_online_endpoints	no description - This sample is excluded from automated tests
using-mlflow	deploy	mlflow_sdk_online_endpoints_progresive	no description - This sample is excluded from automated tests
using-mlflow	deploy	mlflow_sdk_web_service	no description - This sample is excluded from automated tests
using-mlflow	deploy	scoring_to_mlmodel	no description - This sample is excluded from automated tests
using-mlflow	deploy	track_with_databricks_deploy_aml	no description - This sample is excluded from automated tests
using-mlflow	model-management	model_management	no description - This sample is excluded from automated tests
using-mlflow	runs-management	run_history	no description - This sample is excluded from automated tests
using-mlflow	train-and-log	keras_mnist_with_mlflow	no description - This sample is excluded from automated tests
using-mlflow	train-and-log	logging_and_customizing_models	no description - This sample is excluded from automated tests
using-mlflow	train-and-log	xgboost_classification_mlflow	no description - This sample is excluded from automated tests
using-mlflow	train-and-log	xgboost_nested_runs	no description - This sample is excluded from automated tests
using-mlflow	train-and-log	xgboost_service_principal	no description - This sample is excluded from automated tests
using-mlflow	using-rest-api	using_mlflow_rest_api	no description - This sample is excluded from automated tests
using-mltable	delimited-files-example	delimited-files-example	no description
using-mltable	delta-lake-example	delta-lake-example	no description
using-mltable	from-paths-example	from-paths-example	no description
using-mltable	local-to-cloud	mltable-local-to-cloud	no description
using-mltable	quickstart	mltable-quickstart	no description