Data Science and MLOps
with KNIME
Design and automate a custom data science or MLOps process, ensuring data and IT teams can check and validate applications and services at scale.
Bring data apps & services to your enterprise, safely.
Machine Learning Operations (MLOps) is the process of continuously creating and moving data science and machine learning applications into production. To solve the MLOps administration challenges, KNIME provides a well-designed platform as well as flexible automated processes to enable both continuous integration and continuous deployment of data science applications.Built-in Continuous Integration
KNIME Integrated Deployment automates moving a model and its relevant pre-processing steps into production. As a result, creation and production workflows stay synced. No external overhead for infrastructure or feature stores required.
Flexible production process
KNIME’s data science and MLOps capabilities are completely customizable. Choose to add as many tests and validation requirement as needed, add or remove test, validation or production stages, and choose your criteria for monitoring and retraining models as you see fit.
Automated Validation
Ensure compliance with your distinct governance practices and ensure only validated workflows to be moved into production. With KNIME’s CDDS extension, data science apps and services are checked and validated as they move – automatically or manually – through as many environments as needed for each test, validation, and production stage.
Process approval controls
Define both automated and manual approval processes for your administrators based on your organization’s requirements.
Automated Model Retraining
For production workflows, choose to build in automated detection and retraining, as needed, closing the loop between the creation and production. New models can be automatically or manually moved to production.
Resources overview and control
Default Administrator Dashboards can be extended to monitor and control all infrastructure aspects related to the data science and MLOps process.
Recommended resources
Watch how Deutsche Telekom handles MLOps
Watch this video on how the data experts at Deutsche Telecom
Learn about the CDDS extension
See how the KNIME Business Hub extension works on the documentation page.