Items - Create ML Experiment
Creates a machine learning experiment in the specified workspace.
This API supports long running operations (LRO).
This API does not support create an machine learning experiment with definition.
Permissions
The caller must have a contributor workspace role.
Required Delegated Scopes
MLExperiment.ReadWrite.All or Item.ReadWrite.All
Limitations
- To create a machine learning experiment the workspace must be on a supported Fabric capacity. For more information see: Microsoft Fabric license types.
Microsoft Entra supported identities
This API supports the Microsoft identities listed in this section.
Identity | Support |
---|---|
User | Yes |
Service principal and Managed identities | No |
Interface
POST https://api.fabric.microsoft.com/v1/workspaces/{workspaceId}/mlExperiments
URI Parameters
Name | In | Required | Type | Description |
---|---|---|---|---|
workspace
|
path | True |
string (uuid) |
The workspace ID. |
Request Body
Name | Required | Type | Description |
---|---|---|---|
displayName | True |
string |
The machine learning experiment display name. The display name must follow naming rules according to item type. |
description |
string |
The machine learning experiment description. Maximum length is 256 characters. |
|
folderId |
string (uuid) |
The folder ID. If not specified or null, the machine learning experiment is created with the workspace as its folder. |
Responses
Name | Type | Description |
---|---|---|
201 Created |
Successfully created |
|
202 Accepted |
Request accepted, machine learning experiment provisioning in progress. Headers
|
|
Other Status Codes |
Common error codes:
|
Examples
Create a machine learning experiment example
Sample request
POST https://api.fabric.microsoft.com/v1/workspaces/cfafbeb1-8037-4d0c-896e-a46fb27ff229/mlExperiments
{
"displayName": "MLExperiment_1",
"description": "A machine learning experiment description"
}
Sample response
{
"displayName": "MLExperiment_1",
"description": "A machine learning experiment description",
"type": "MLExperiment",
"workspaceId": "cfafbeb1-8037-4d0c-896e-a46fb27ff229",
"id": "5b218778-e7a5-4d73-8187-f10824047715"
}
Location: https://api.fabric.microsoft.com/v1/operations/0acd697c-1550-43cd-b998-91bfbfbd47c6
x-ms-operation-id: 0acd697c-1550-43cd-b998-91bfbfbd47c6
Retry-After: 30
Definitions
Name | Description |
---|---|
Create |
Create machine learning experiment request payload. |
Error |
The error related resource details object. |
Error |
The error response. |
Error |
The error response details. |
Item |
Represents a tag applied on an item. |
Item |
The type of the item. Additional item types may be added over time. |
MLExperiment |
A machine learning experiment object. |
MLExperiment |
The machine learning experiment properties. |
CreateMLExperimentRequest
Create machine learning experiment request payload.
Name | Type | Description |
---|---|---|
description |
string |
The machine learning experiment description. Maximum length is 256 characters. |
displayName |
string |
The machine learning experiment display name. The display name must follow naming rules according to item type. |
folderId |
string (uuid) |
The folder ID. If not specified or null, the machine learning experiment is created with the workspace as its folder. |
ErrorRelatedResource
The error related resource details object.
Name | Type | Description |
---|---|---|
resourceId |
string |
The resource ID that's involved in the error. |
resourceType |
string |
The type of the resource that's involved in the error. |
ErrorResponse
The error response.
Name | Type | Description |
---|---|---|
errorCode |
string |
A specific identifier that provides information about an error condition, allowing for standardized communication between our service and its users. |
message |
string |
A human readable representation of the error. |
moreDetails |
List of additional error details. |
|
relatedResource |
The error related resource details. |
|
requestId |
string |
ID of the request associated with the error. |
ErrorResponseDetails
The error response details.
Name | Type | Description |
---|---|---|
errorCode |
string |
A specific identifier that provides information about an error condition, allowing for standardized communication between our service and its users. |
message |
string |
A human readable representation of the error. |
relatedResource |
The error related resource details. |
ItemTag
Represents a tag applied on an item.
Name | Type | Description |
---|---|---|
displayName |
string |
The name of the tag. |
id |
string (uuid) |
The tag ID. |
ItemType
The type of the item. Additional item types may be added over time.
Value | Description |
---|---|
Dashboard |
PowerBI dashboard. |
Report |
PowerBI report. |
SemanticModel |
PowerBI semantic model. |
PaginatedReport |
PowerBI paginated report. |
Datamart |
PowerBI datamart. |
Lakehouse |
A lakehouse. |
Eventhouse |
An eventhouse. |
Environment |
An environment. |
KQLDatabase |
A KQL database. |
KQLQueryset |
A KQL queryset. |
KQLDashboard |
A KQL dashboard. |
DataPipeline |
A data pipeline. |
Notebook |
A notebook. |
SparkJobDefinition |
A spark job definition. |
MLExperiment |
A machine learning experiment. |
MLModel |
A machine learning model. |
Warehouse |
A warehouse. |
Eventstream |
An eventstream. |
SQLEndpoint |
An SQL endpoint. |
MirroredWarehouse |
A mirrored warehouse. |
MirroredDatabase |
A mirrored database. |
Reflex |
A Reflex. |
GraphQLApi |
An API for GraphQL item. |
MountedDataFactory |
A MountedDataFactory. |
SQLDatabase |
A SQLDatabase. |
CopyJob |
A Copy job. |
VariableLibrary |
A VariableLibrary. |
Dataflow |
A Dataflow. |
ApacheAirflowJob |
An ApacheAirflowJob. |
WarehouseSnapshot |
A Warehouse snapshot. |
DigitalTwinBuilder |
A DigitalTwinBuilder. |
DigitalTwinBuilderFlow |
A Digital Twin Builder Flow. |
MirroredAzureDatabricksCatalog |
A mirrored azure databricks catalog. |
MLExperiment
A machine learning experiment object.
Name | Type | Description |
---|---|---|
description |
string |
The item description. |
displayName |
string |
The item display name. |
folderId |
string (uuid) |
The folder ID. |
id |
string (uuid) |
The item ID. |
properties |
The machine learning experiment properties. |
|
tags |
Item |
List of applied tags. |
type |
The item type. |
|
workspaceId |
string (uuid) |
The workspace ID. |
MLExperimentProperties
The machine learning experiment properties.
Name | Type | Description |
---|---|---|
mlFlowExperimentId |
string (uuid) |
The internal machine learning flow experiment ID. |