Introduction & références

Data validation

• How to configure a Validation Result Store in Azure Blob Storage

IaC

• Manages a Azure Machine Learning Workspace with Terraform

AzureML

• Azure Machine Learning Cheat Sheet

• Create & use software environments in Azure Machine Learning

• Train models with Azure Machine Learning datasets
• Set up AutoML training with the Azure ML Python SDK v2 (preview)
• Build AI solutions with Azure Machine Learning
• Quantized Discrete Parameter Sampling in AzureML HyperDrive
• Hyperparameter Tuning using HyperDrive
• Machine Learning in the Cloud using Azure ML Studio
• Automated Machine Learning
• What is automated machine learning (AutoML)?
• Track ML models with MLflow and Azure Machine Learning

• How to Publish a Pipeline and Invoke the REST endpoint

• Use automated ML in an Azure Machine Learning pipeline in Python runconfig here !

• MLOps: Model management, deployment, lineage, and monitoring with Azure Machine Learning
• Deploying a Machine Learning Model with Azure ML Pipelines