Cloud AutoML API

Train high-quality custom machine learning models with minimum effort and machine learning expertise.

Service: automl.googleapis.com

We recommend that you call this service using Google-provided client libraries. If your application needs to call this service using your own libraries, you should use the following information when making the API requests.

Discovery document

A Discovery Document is a machine-readable specification for describing and consuming REST APIs. It is used to build client libraries, IDE plugins, and other tools that interact with Google APIs. One service may provide multiple discovery documents. This service provides the following discovery documents:

Service endpoint

A service endpoint is a base URL that specifies the network address of an API service. One service may have multiple service endpoints. This service has the following service endpoint and all URIs below are relative to this service endpoint:

  • https://automl.googleapis.com

REST Resource: v1beta1.projects.locations

Methods
get GET /v1beta1/{name}
Gets information about a location.
getIamPolicy GET /v1beta1/{resource}:getIamPolicy
Gets the access control policy for a resource.
list GET /v1beta1/{name}/locations
Lists information about the supported locations for this service.
setIamPolicy POST /v1beta1/{resource}:setIamPolicy
Sets the access control policy on the specified resource.
testIamPermissions POST /v1beta1/{resource}:testIamPermissions
Returns permissions that a caller has on the specified resource.

REST Resource: v1beta1.projects.locations.datasets

Methods
create POST /v1beta1/{parent}/datasets
Creates a dataset.
delete DELETE /v1beta1/{name}
Deletes a dataset and all of its contents.
exportData POST /v1beta1/{name}:exportData
Exports dataset's data to the provided output location.
get GET /v1beta1/{name}
Gets a dataset.
getIamPolicy GET /v1beta1/{resource}:getIamPolicy
Gets the access control policy for a resource.
importData POST /v1beta1/{name}:importData
Imports data into a dataset.
list GET /v1beta1/{parent}/datasets
Lists datasets in a project.
patch PATCH /v1beta1/{dataset.name}
Updates a dataset.
setIamPolicy POST /v1beta1/{resource}:setIamPolicy
Sets the access control policy on the specified resource.

REST Resource: v1beta1.projects.locations.datasets.annotationSpecs

Methods
get GET /v1beta1/{name}
Gets an annotation spec.

REST Resource: v1beta1.projects.locations.datasets.tableSpecs

Methods
get GET /v1beta1/{name}
Gets a table spec.
list GET /v1beta1/{parent}/tableSpecs
Lists table specs in a dataset.
patch PATCH /v1beta1/{tableSpec.name}
Updates a table spec.

REST Resource: v1beta1.projects.locations.datasets.tableSpecs.columnSpecs

Methods
get GET /v1beta1/{name}
Gets a column spec.
list GET /v1beta1/{parent}/columnSpecs
Lists column specs in a table spec.
patch PATCH /v1beta1/{columnSpec.name}
Updates a column spec.

REST Resource: v1beta1.projects.locations.models

Methods
batchPredict POST /v1beta1/{name}:batchPredict
Perform a batch prediction.
create POST /v1beta1/{parent}/models
Creates a model.
delete DELETE /v1beta1/{name}
Deletes a model.
deploy POST /v1beta1/{name}:deploy
Deploys a model.
export POST /v1beta1/{name}:export
Exports a trained, "export-able", model to a user specified Google Cloud Storage location.
exportEvaluatedExamples POST /v1beta1/{name}:exportEvaluatedExamples
Exports examples on which the model was evaluated (i.e.
get GET /v1beta1/{name}
Gets a model.
getIamPolicy GET /v1beta1/{resource}:getIamPolicy
Gets the access control policy for a resource.
list GET /v1beta1/{parent}/models
Lists models.
predict POST /v1beta1/{name}:predict
Perform an online prediction.
setIamPolicy POST /v1beta1/{resource}:setIamPolicy
Sets the access control policy on the specified resource.
undeploy POST /v1beta1/{name}:undeploy
Undeploys a model.

REST Resource: v1beta1.projects.locations.models.modelEvaluations

Methods
get GET /v1beta1/{name}
Gets a model evaluation.
list GET /v1beta1/{parent}/modelEvaluations
Lists model evaluations.

REST Resource: v1beta1.projects.locations.operations

Methods
cancel POST /v1beta1/{name}:cancel
Starts asynchronous cancellation on a long-running operation.
delete DELETE /v1beta1/{name}
Deletes a long-running operation.
get GET /v1beta1/{name}
Gets the latest state of a long-running operation.
list GET /v1beta1/{name}/operations
Lists operations that match the specified filter in the request.
wait POST /v1beta1/{name}:wait
Waits for the specified long-running operation until it is done or reaches at most a specified timeout, returning the latest state.

Service: automl.googleapis.com

We recommend that you call this service using Google-provided client libraries. If your application needs to call this service using your own libraries, you should use the following information when making the API requests.

Discovery document

A Discovery Document is a machine-readable specification for describing and consuming REST APIs. It is used to build client libraries, IDE plugins, and other tools that interact with Google APIs. One service may provide multiple discovery documents. This service provides the following discovery documents:

Service endpoint

A service endpoint is a base URL that specifies the network address of an API service. One service may have multiple service endpoints. This service has the following service endpoint and all URIs below are relative to this service endpoint:

  • https://automl.googleapis.com

REST Resource: v1.projects.locations

Methods
get GET /v1/{name}
Gets information about a location.
getIamPolicy GET /v1/{resource}:getIamPolicy
Gets the access control policy for a resource.
list GET /v1/{name}/locations
Lists information about the supported locations for this service.
setIamPolicy POST /v1/{resource}:setIamPolicy
Sets the access control policy on the specified resource.
testIamPermissions POST /v1/{resource}:testIamPermissions
Returns permissions that a caller has on the specified resource.

REST Resource: v1.projects.locations.datasets

Methods
create POST /v1/{parent}/datasets
Creates a dataset.
delete DELETE /v1/{name}
Deletes a dataset and all of its contents.
exportData POST /v1/{name}:exportData
Exports dataset's data to the provided output location.
get GET /v1/{name}
Gets a dataset.
getIamPolicy GET /v1/{resource}:getIamPolicy
Gets the access control policy for a resource.
importData POST /v1/{name}:importData
Imports data into a dataset.
list GET /v1/{parent}/datasets
Lists datasets in a project.
patch PATCH /v1/{dataset.name}
Updates a dataset.
setIamPolicy POST /v1/{resource}:setIamPolicy
Sets the access control policy on the specified resource.

REST Resource: v1.projects.locations.datasets.annotationSpecs

Methods
get GET /v1/{name}
Gets an annotation spec.

REST Resource: v1.projects.locations.models

Methods
batchPredict POST /v1/{name}:batchPredict
Perform a batch prediction.
create POST /v1/{parent}/models
Creates a model.
delete DELETE /v1/{name}
Deletes a model.
deploy POST /v1/{name}:deploy
Deploys a model.
export POST /v1/{name}:export
Exports a trained, "export-able", model to a user specified Google Cloud Storage location.
get GET /v1/{name}
Gets a model.
getIamPolicy GET /v1/{resource}:getIamPolicy
Gets the access control policy for a resource.
list GET /v1/{parent}/models
Lists models.
patch PATCH /v1/{model.name}
Updates a model.
predict POST /v1/{name}:predict
Perform an online prediction.
setIamPolicy POST /v1/{resource}:setIamPolicy
Sets the access control policy on the specified resource.
undeploy POST /v1/{name}:undeploy
Undeploys a model.

REST Resource: v1.projects.locations.models.modelEvaluations

Methods
get GET /v1/{name}
Gets a model evaluation.
list GET /v1/{parent}/modelEvaluations
Lists model evaluations.

REST Resource: v1.projects.locations.operations

Methods
cancel POST /v1/{name}:cancel
Starts asynchronous cancellation on a long-running operation.
delete DELETE /v1/{name}
Deletes a long-running operation.
get GET /v1/{name}
Gets the latest state of a long-running operation.
list GET /v1/{name}/operations
Lists operations that match the specified filter in the request.
wait POST /v1/{name}:wait
Waits for the specified long-running operation until it is done or reaches at most a specified timeout, returning the latest state.