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On-premise users: click in-app to access the full platform documentation for your version of DataRobot.

Batch prediction methods

DataRobot offers a variety of methods to efficiently score large files via batch predictions:

Method Description
Batch Prediction UI Configure Batch Prediction jobs directly from the DataRobot interface included in deployments via MLOps.
Batch Prediction API Use the API to create Batch Prediction jobs that score to and from local files, S3 buckets, the AI Catalog, and databases.
Batch prediction scripts Use command-line tools that wrap the Batch Prediction API, available for Windows, macOS, and Linux.

In addition, you can monitor and manage predictions using monitoring jobs and batch prediction jobs:

Method Description
Monitoring Jobs UI Use the job definition UI to create monitoring jobs, allowing DataRobot to monitor deployments running and storing feature data and predictions outside of DataRobot.
Monitoring Jobs API Use the Batch Monitoring API to create monitoring job definitions, allowing DataRobot to monitor deployments running and storing feature data and predictions outside of DataRobot.
Batch Jobs tab Use the Batch Jobs tab to view and manage monitoring and prediction jobs.

Updated May 25, 2023