RapidMiner Automated Model Ops

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

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
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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
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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.

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See it in Action

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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.

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