ML Ops
Operationalize your models faster and continuously monitor them over time, so they maintain their performance and generate maximum long-term value.
Smooth Handoff from Design to Production
Business value doesn’t compound until your models are in production.
Use RapidMiner’s containerized architecture and code-free model ops to avoid deployment friction and operationalize models so they can make their most valuable predictions. No more getting stuck at the last mile of the race.
True Business Impact, Not Just Accuracy
Accurate models are a prerequisite, not the endgame.
Go beyond traditional accuracy stats to quantify the financial impact of your models with value-sensitive scoring. Demonstrate projected increases in revenue, decreases in costs, and overall impact to your organization’s bottom line.
- Show cumulative gains and business impact produced by active models
- Analyze scoring times to pick models fast enough for your use case
- Compare distribution differences between predictions and actual values
1,000,000+
Gartner® and Peer Insights™ are trademarks of Gartner, Inc. and/or its affiliates. All rights reserved. Gartner Peer Insights content consists of the opinions of individual end users based on their own experiences, and should not be construed as statements of fact, nor do they represent the views of Gartner or its affiliates. Gartner does not endorse any vendor, product or service depicted in this content nor makes any warranties, expressed or implied, with respect to this content, about its accuracy or completeness, including any warranties of merchantability or fitness for a particular purpose.
Built-In Drift Prevention
Continual value delivery doesn’t happen on its own, but you shouldn’t have to rely on tech teams to manage your active models.
Ensure sustainable model quality and value by automatically monitoring for drift, model performance degradation and service health. Using RapidMiner, you can identify problematic trends and address them before they start to negatively impact your projects.
“Bias and model misfits are not technical problems but real-world problems, and they create issues that will continue to exist within data science and ultimately impact business and society.”
Insight Delivery, Your Way
Present clear and actionable takeaways to decision-makers within your organization.
Sometimes a model in production is simply serving predictions to decision-makers. Use custom-built dashboards, apps, or your preferred BI platform to deliver insights. Model simulators allow consumers to evaluate predicted results against their expectations.
“Explainable models are much easier to talk about and get buy-in for, because leadership can easily understand what the model is doing and why.”
Get the most from your data
Learn all the ways that RapidMiner helps forward-thinking enterprises manage the entire data science lifecycle and empower employees of any skill level to create data-driven insight.
More capabilities
×
×
/
Recommended Resources
Request an Enterprise Demo
RapidMiner is the only data science platform you’ll need. Don’t just take our word for it—request a live demo to see for yourself.
Request a Demo