Domino Model Monitor | Domino Data Lab

Monitor the Health of All Production Models

Domino Model Monitor (DMM) creates a “single pane of glass” to monitor the performance of all models across your entire organization. Data scientists can focus on value-added projects and receive alerts when production models degrade. Data drift, model quality, and other health statistics are provided in an easy-to-understand dashboard so you can assess the business impact and initiate proactive actions.

Establish a Consistent Approach for Model Monitoring

Monitor models from any language, framework, or deployment infrastructure
Break down departmental silos and eliminate inconsistent or infrequent monitoring practices
Establish a standard for model health metrics across your organization
WHITE PAPER: Model Risk Management in Domino

Detect Problems Before They Cause Serious Business Impact

Track data drift for both input features and output predictions
Track prediction quality with respect to ground truth labels
Analyze failure conditions by running different tests in an interactive way
Quickly assess whether a model needs to be retrained or rebuilt
WEBINAR: Machine Learning Vital Signs: Metrics and Monitoring Models in Production

Automate Production Model Monitoring at Scale

Schedule health checks to ensure business-critical models remain in good shape
Send proactive alerts so data scientists can focus on value-added work
Help IT/Ops teams take charge of monitoring production models
Integrate with any model hosting system using APIs
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We run models in production where data drift critically impacts the predictions of those models. We need to know what has drifted and by how much. In a data driven organization, the chances of knowing every change to the data, by the business or others in the organization, are practically zero. Having an automated tool to monitor this drift against the training data is very important. Domino Model Monitor will save us significant time previously spent on maintenance and investigation.

Søren Pedersen

Data Scientist

Topdanmark

Unleash data science

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