Skip to content

RapidMiner Automated Model Ops

Model deployment and management made easy
for any model and any user

REQUEST A DEMO

One-Click Deployment

Code free and process-free deployment

  • Deploy models without the need for technical skills
  • Manage multiple deployment locations and share deployed models with other users
  • Drive collaboration on models, monitor for governance, drift and bias issues and even set up alerts and integrations
Model-Ops-Performance.png
Model-Ops-models
Mops_dashboard

Model Leaderboard

See how models work in the wild and adjust your strategy accordingly

  • Deploy multiple models together where one model is active and others are ‘challengers’, where predictions and error rates are also stored for challengers
  • Review performance of active and challenger models over time on the leaderboard
  • Setup alerts to notify you when a challenger outperforms the active model
  • Swap the active model with a single click so you’ve always got the best model deployed into your workflow

Performance & Business Impact

Go beyond ‘accuracy’ stats to understand and demonstrate financial impact of your models

  • Show cumulative gains and business impact produced by your active model
  • Analyze scoring times to pick models fast enough for your needs
  • Compare distribution differences between predictions and actual values
mops_business-impact
mops_simulator
mops_drifts

Prevention of Model Drift & Bias

Instantly understand problematic trends and address them proactively

  • Understand models and see how they behave with weights, model visualizations, interactive simulators and full prediction explanations
  • Compare models’ latest performance with expected error rates to detect concept drift or shift
  • Calculate input factor drift and compare drift with factor importance as early indicators for problematic concept shift or drift
  • Observe suspicious changes between training and scoring data and detect bias in training data

RapidMiner Model Ops is part of a path to fully automated data science, from data exploration to modeling to production, when combined with Turbo Prep and Auto Model in RapidMiner Studio Enterprise.

Start Enterprise Trial
Request a Demo

See it in Action

Related Resources. Take a Look!

Forrester-Data-Driven-Transformation-Featured-Image
Analyst Report

Accelerate Your Data-Driven Transformation

Thinking about making a data-driven transformation? This study conducted by Forrester Consulting outlines how organizations are achieving success & planning for the future, so you can make the best decisions.

Read More
Solutions Snapshot

RapidMiner Platform Brochure

Read our platform brochure to learn more about how RapidMiner unifies the entire data science lifecycle from data prep, to machine learning and model operations.

Read More