watsonx.ai Runtime on Cloud Pak for Data as a Service
Last updated: Feb 21, 2025
watsonx.ai Runtime on Cloud Pak for Data as a Service
Description
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IBM
watsonx.ai Runtime provides a full range of tools and services so that
you can build, train, and deploy Machine Learning models. Choose the tool with the level of
automation or autonomy that matches your needs.
The watsonx.ai Runtime service was formerly known as the Watson
Machine Learning service.
watsonx.ai Runtime is part of Cloud Pak for Data as a Service and
provides the machine learning capabilities of the data fabric architecture.
These tools are available with the watsonx.ai Runtime service:
AutoAI experiment builder for automatically processing structured
data to generate model-candidate pipelines. The best-performing pipelines can be saved as a machine
learning model and deployed for scoring.
Notebooks provide an interactive programming environment for working with data, testing models,
and rapid prototyping
Deployment spaces give you the tools to view and manage model deployments.
Federated Learning to train models using remote, disconnected data sources. The federated
sources can contribute to building an accurate model without compromising security.
Table 1. Related services. The following related services are often used with this service and
provide complementary features, but they are not required.
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