Azure Machine Learning

Azure Machine Learning REST API

Azure Machine Learning REST API provides management of ML workspaces, compute resources, datasets, experiments, models, and endpoints. It supports the full ML lifecycle including data preparation, model training, evaluation, deployment, and monitoring.

GitHub OpenAPI

Documentation

📖
Documentation
https://learn.microsoft.com/en-us/azure/machine-learning/
📖
APIReference
https://learn.microsoft.com/en-us/rest/api/azureml/
📖
Authentication
https://learn.microsoft.com/en-us/rest/api/azure/
📖
GettingStarted
https://learn.microsoft.com/en-us/azure/machine-learning/quickstart-create-resources

Specifications

⚙
OpenAPI
https://raw.githubusercontent.com/api-evangelist/microsoft-azure-machine-learning/refs/heads/main/openapi/microsoft-azure-machine-learning-openapi.yml

SDKs

📦
SDK
Python SDK v2
📦
SDK
.NET SDK

Other Resources

🔗
Pricing
https://azure.microsoft.com/en-us/pricing/details/machine-learning/

OpenAPI Specification

microsoft-azure-machine-learning-openapi.yml Raw ↑ 
openapi: 3.1.0
info:
  title: Azure Machine Learning REST API
  description: Azure Machine Learning lets data scientists and developers build, train, and deploy machine
    learning models. The REST API manages workspaces, models, endpoints, deployments, jobs, datasets,
    and compute.
  version: '2024-01-01'
externalDocs:
  description: Azure Machine Learning REST API Documentation
  url: https://learn.microsoft.com/en-us/azure/machine-learning/
servers:
- url: https://management.azure.com
  description: Azure Resource Manager
tags:
- name: Workspaces
  description: Workspaces operations
- name: Models
  description: Models operations
- name: Endpoints
  description: Endpoints operations
- name: Jobs
  description: Jobs operations
- name: Compute
  description: Compute operations
- name: Operations
  description: Operations operations
security:
- azure_auth:
  - user_impersonation
paths:
  /providers/Microsoft.MachineLearningServices/operations:
    get:
      operationId: listOperations
      summary: Azure Machine Learning REST API List operations
      description: Lists all available REST API operations for Microsoft.MachineLearningServices.
      tags:
      - Operations
      parameters:
      - $ref: '#/components/parameters/apiVersion'
      responses:
        '200':
          description: Operations list
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/OperationList'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
  /subscriptions/{subscriptionId}/providers/Microsoft.MachineLearningServices/workspaces:
    get:
      operationId: listWorkspacesBySubscription
      summary: Azure Machine Learning REST API List by subscription
      description: Lists all workspaces resources within the specified subscription.
      tags:
      - Workspaces
      parameters:
      - $ref: '#/components/parameters/subscriptionId'
      - $ref: '#/components/parameters/apiVersion'
      responses:
        '200':
          description: Resource list
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResourceList'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
  /subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces:
    get:
      operationId: listWorkspacesByResourceGroup
      summary: Azure Machine Learning REST API List by resource group
      description: Lists all workspaces resources within the specified resource group.
      tags:
      - Workspaces
      parameters:
      - $ref: '#/components/parameters/subscriptionId'
      - $ref: '#/components/parameters/resourceGroupName'
      - $ref: '#/components/parameters/apiVersion'
      responses:
        '200':
          description: Resource list
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ResourceList'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
  ? /subscriptions/{subscriptionId}/resourceGroups/{resourceGroupName}/providers/Microsoft.MachineLearningServices/workspaces/{name}
  : parameters:
    - $ref: '#/components/parameters/subscriptionId'
    - $ref: '#/components/parameters/resourceGroupName'
    - name: name
      in: path
      required: true
      description: Name of the resource.
      schema:
        type: string
    - $ref: '#/components/parameters/apiVersion'
    get:
      operationId: getWorkspaces
      summary: Azure Machine Learning REST API Get resource
      description: Gets a specific workspaces resource.
      tags:
      - Workspaces
      responses:
        '200':
          description: Resource
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Resource'
        '404':
          description: Not found
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
    put:
      operationId: createOrUpdateWorkspaces
      summary: Azure Machine Learning REST API Create or update resource
      description: Creates or updates a workspaces resource.
      tags:
      - Workspaces
      requestBody:
        required: true
        content:
          application/json:
            schema:
              $ref: '#/components/schemas/Resource'
      responses:
        '200':
          description: Resource updated
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Resource'
        '201':
          description: Resource created
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Resource'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
    patch:
      operationId: updateWorkspaces
      summary: Azure Machine Learning REST API Update resource
      description: Updates a workspaces resource.
      tags:
      - Workspaces
      requestBody:
        required: true
        content:
          application/json:
            schema:
              type: object
              additionalProperties: true
      responses:
        '200':
          description: Resource updated
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/Resource'
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
    delete:
      operationId: deleteWorkspaces
      summary: Azure Machine Learning REST API Delete resource
      description: Deletes a workspaces resource.
      tags:
      - Workspaces
      responses:
        '200':
          description: Resource deleted
        '202':
          description: Deletion accepted
        '204':
          description: Resource not found or already deleted
        default:
          description: Error
          content:
            application/json:
              schema:
                $ref: '#/components/schemas/ErrorResponse'
components:
  parameters:
    subscriptionId:
      name: subscriptionId
      in: path
      required: true
      description: The ID of the target subscription.
      schema:
        type: string
    resourceGroupName:
      name: resourceGroupName
      in: path
      required: true
      description: The name of the resource group.
      schema:
        type: string
    apiVersion:
      name: api-version
      in: query
      required: true
      description: The API version to use for this operation.
      schema:
        type: string
  schemas:
    Resource:
      type: object
      properties:
        id:
          type: string
          description: Resource ID.
        name:
          type: string
          description: Resource name.
        type:
          type: string
          description: Resource type.
        location:
          type: string
          description: Resource location.
        tags:
          type: object
          additionalProperties:
            type: string
        properties:
          type: object
          description: Resource-specific properties.
    ResourceList:
      type: object
      properties:
        value:
          type: array
          items:
            $ref: '#/components/schemas/Resource'
        nextLink:
          type: string
          description: URL to the next page of results.
    ErrorResponse:
      type: object
      properties:
        error:
          type: object
          properties:
            code:
              type: string
            message:
              type: string
            target:
              type: string
    Operation:
      type: object
      properties:
        name:
          type: string
        display:
          type: object
          properties:
            provider:
              type: string
            resource:
              type: string
            operation:
              type: string
            description:
              type: string
        isDataAction:
          type: boolean
    OperationList:
      type: object
      properties:
        value:
          type: array
          items:
            $ref: '#/components/schemas/Operation'
        nextLink:
          type: string
  securitySchemes:
    azure_auth:
      type: oauth2
      description: Azure Active Directory OAuth2 Flow.
      flows:
        implicit:
          authorizationUrl: https://login.microsoftonline.com/common/oauth2/authorize
          scopes:
            user_impersonation: Impersonate your user account
x-generated-from: https://learn.microsoft.com/en-us/azure/machine-learning/
x-generated-by: claude-crawl-2026-05-08