Automate Google AI Platform Training & Prediction
HumDay reads Google AI Platform Training & Prediction’s own published API description and derives 29 operations from it. Describe the outcome you want in plain words — you get a program that is written, proven on real data, and run for you.
What Google AI Platform Training & Prediction is
An API to enable creating and using machine learning models.
API host: ml.googleapis.com
What HumDay can do in Google AI Platform Training & Prediction
19 documented operations change something in Google AI Platform Training & Prediction.
- POSTAdds a user provided trial to a study.
/v1/{parent}/trials - POSTCreates a new version of a model from a trained TensorFlow model.
/v1/{parent}/versions - POSTAdds a measurement of the objective metrics to a trial.
/v1/{name}:addMeasurement - POSTCreates a training or a batch prediction job.
/v1/{parent}/jobs - POSTCreates a model which will later contain one or more versions.
/v1/{parent}/models - POSTCreates a study.
/v1/{parent}/studies - POSTAdds one or more trials to a study, with parameter values suggested by AI Platform Vizier.
/v1/{parent}/trials:suggest - DELETEDeletes a model version.
/v1/{name} - PATCHUpdates the specified Version resource.
/v1/{name} - POSTStops a trial.
/v1/{name}:stop - POSTStarts asynchronous cancellation on a long-running operation.
/v1/{name}:cancel - POSTPerforms explanation on the data in the request.
/v1/{name}:explain - POSTPerforms online prediction on the data in the request.
/v1/{name}:predict - POSTMarks a trial as complete.
/v1/{name}:complete - POSTDesignates a version to be the default for the model.
/v1/{name}:setDefault - POSTSets the access control policy on the specified resource.
/v1/{resource}:setIamPolicy - POSTReturns permissions that a caller has on the specified resource.
/v1/{resource}:testIamPermissions - POSTChecks whether a trial should stop or not.
/v1/{name}:checkEarlyStoppingState - POSTLists the pareto-optimal trials for multi-objective study or the optimal trials for single-objective study.
/v1/{parent}/trials:listOptimalTrials
What HumDay can read from Google AI Platform Training & Prediction
These are the operations a schedule or a trigger can watch.
- GETList all locations that provides at least one type of CMLE capability.
/v1/{parent}/locations - GETGets the latest state of a long-running operation.
/v1/{name} - GETGet the service account information associated with your project.
/v1/{name}:getConfig - GETGets the access control policy for a resource.
/v1/{resource}:getIamPolicy - GETLists the jobs in the project.
/v1/{parent}/jobs - GETLists the models in a project.
/v1/{parent}/models - GETLists the trials associated with a study.
/v1/{parent}/trials - GETLists all the studies in a region for an associated project.
/v1/{parent}/studies - GETLists operations that match the specified filter in the request.
/v1/{name}/operations - GETGets basic information about all the versions of a model.
/v1/{parent}/versions
How automating Google AI Platform Training & Prediction works
- Describe the outcome. Say what you want to happen, in your own words. No node graphs, no field mapping.
- Approve the contract. HumDay writes down exactly what it will do, what it will touch, and what it will never do. You approve it before anything is built.
- See it proven. The program runs and shows you the result before it is allowed near your live Google AI Platform Training & Prediction account.
- Grant access, then go live. You approve the specific Google AI Platform Training & Prediction operations it may use — and only those.
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Questions about Google AI Platform Training & Prediction automation
- Can HumDay connect to Google AI Platform Training & Prediction?
- Yes. HumDay reads Google AI Platform Training & Prediction's own published API description and derives the operations from it, so there is no hand-built connector to wait for. 29 operations are documented.
- Do I need to write code to automate Google AI Platform Training & Prediction?
- No. You describe the outcome you want in plain words. HumDay agrees a contract with you, writes the program, and shows you a test run before anything touches your Google AI Platform Training & Prediction account.
- What can HumDay do in Google AI Platform Training & Prediction?
- 19 of the 29 documented operations change something in Google AI Platform Training & Prediction, and 10 read from it. HumDay only ever uses the specific operations your approved contract needs.
- Is my Google AI Platform Training & Prediction account safe?
- Your credentials are stored encrypted and are never shown in chat, code, or logs. Every run is limited to the operations you explicitly approved, and anything that writes to Google AI Platform Training & Prediction is held behind that approval.
Where this came from
The operations above are read from a published API description for Google AI Platform Training & Prediction at ml.googleapis.com/$discovery/rest?version=v1. Descriptions are the provider’s own words, not ours. Last published 2023-04-21.