Code Generation—Predictions with Scoring Code

Community Team
Community Team
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(Part of an MLOps learning session series.)

Machine learning use cases are all unique, and model deployment doesn't have a "one-size-fits-all" solution. DataRobot provides some incredibly flexible and scalable APIs for deploying models, but what can you do if that approach doesn't fit your needs?

In this session we'll explore DataRobot's exportable scoring code and several ways you can integrate these models into your data pipelines to achieve real operational value.

Some topics we'll cover:

  • When it makes sense to use scoring code vs the prediction APIs
  • The basic internal structure of the scoring code packages
  • Basic scoring functionality
  • Scoring large datasets via Spark
  • Custom integration, including MLOps


  • Brent Hinks (DataRobot, AI Engineer)
  • Rajiv Shah (DataRobot, Customer Facing Data Scientist)
  • Jack Jablonski (DataRobot, AI Success Manager)

Now what?

After watching the learning session, you should check out these resources for more information.

DataRobot Community:

DataRobot licensed customers: search in-app Platform Documentation for Scoring Code and Batch Prediction API.

Let us know what you think

Have questions not answered during the learning session? Want to continue your conversation with Brent and Rajiv? Post Your Comment here or send email to We look forward to hearing from you!

Welcome Zepl!
We're excited to welcome Zepl and its employees and customers to DataRobot! The acquisition of Zepl and integration of its self-service data science notebook solution will provide additional flexibility for data scientists who prefer to code. In her blog article, Tricia Lee explains how you can check out Zepl today. Please have a look, give it a spin, and let us know what you think.

New to DataRobot? Check out all the resources to help you get going quickly! See the quick index for Knowledge Base Resources and quick index for Learning Sessions to find links to some great learning content.

Learn about DataRobot Release 7.0
Have a look at all the great innovations and enhancements. To make sure you get a chance to hear about all the changes and ask your questions, Richard (Senior Director of Product Marketing) put together and presented a DataRobot Release 7.0 webinar. Check out the on-demand webinar, and let us know if you are looking for more details!