az.machinelearningservices

Manage Azure Machine Learning services resources.

Overview

This module provides commands for managing your Azure Machine Learning workspace, experiments, models, endpoints, and other related resources. It allows you to automate machine learning workflows, deploy models, and monitor your ML solutions.

Commands

az ml workspace

Manage Azure Machine Learning workspaces.

az ml workspace --help

Subcommands:

create: Create a new Azure Machine Learning workspace.
delete: Delete an Azure Machine Learning workspace.
list: List all Azure Machine Learning workspaces in a resource group or subscription.
show: Get the details of an Azure Machine Learning workspace.
update: Update an Azure Machine Learning workspace.

az ml experiment

Manage Azure Machine Learning experiments.

az ml experiment --help

Subcommands:

create: Create a new experiment.
delete: Delete an experiment.
list: List experiments in a workspace.
show: Get the details of an experiment.

az ml model

Manage Azure Machine Learning models.

az ml model --help

Subcommands:

register: Register a model in the workspace.
list: List registered models in the workspace.
show: Get the details of a registered model.
delete: Delete a registered model.
download: Download a registered model.

az ml endpoint

Manage Azure Machine Learning endpoints (online and batch).

az ml endpoint --help

Subcommands:

create: Create a new endpoint.
delete: Delete an endpoint.
list: List endpoints in a workspace.
show: Get the details of an endpoint.
update: Update an endpoint.

Example Usage

Creating an Azure Machine Learning Workspace

This command creates a new Azure Machine Learning workspace in a specified resource group and region.

az ml workspace create \
  --name my-ml-workspace \
  --resource-group my-resource-group \
  --location eastus

Registering a Model

This command registers a local model file or directory as a new model in your Azure Machine Learning workspace.

az ml model register \
  --workspace-name my-ml-workspace \
  --resource-group my-resource-group \
  --name my-registered-model \
  --version 1 \
  --path ./my_model_directory/

Parameters:

Name	Description	Required
--workspace-name	The name of the workspace.	Yes
--resource-group	Name of resource group. You can configure the default group using `az configure --defaults group=<name>`.	Yes
--name	The name of the model.	Yes
--version	The version of the model.	No
--path	The path to the model file or directory.	Yes