Platform Component: <b>Model Ops</b>

Platform Component: Model Ops

Deploy and Manage Models to Drive Business Impact

Domino’s Model Ops capabilities allow you to export your production models to the infrastructure of your choice. You can see all of your production assets – APIs, apps, scheduled jobs, and more – at a glance to understand how they’re impacting business.

With the optional Domino Model Monitor, you can standardize model monitoring and view the health of all models in a single pane of glass to ensure that critical business decisions are being made with the most accurate and up-to-date models.

Deploy Data Science Models on Any Infrastructure

Turn Your Models into On-Demand REST APIs with High Availability, Horizontal Scalability, and Security

Export Models as Docker Images to CI/CD Pipelines, AWS SageMaker, or Other Infrastructure

Add CI/CD Pipelines and Other Guardrails to Ensure Models Get Deployed Only When They’re Ready

Turn Your Models into On-Demand REST APIs with High Availability, Horizontal Scalability, and Security
Export Models as Docker Images to CI/CD Pipelines, AWS SageMaker, or Other Infrastructure
Add CI/CD Pipelines and Other Guardrails to Ensure Models Get Deployed Only When They’re Ready

Publish Powerful Data Science Applications for Business Users

Create Interactive Apps with Tools Such as Shiny, Dash, and Flask on Production-Grade Infrastructure

Create Apps for Business Stakeholders to Perform What-If Analysis and Review Different Scenarios

Run Templatized Analyses Using Lightweight Web Forms to Let Non-Technical Stakeholders Interact with the Underlying Model

See Usage Statistics and Trends to Understand Utilization and the Overall Business Impact

Create Interactive Apps with Tools Such as Shiny, Dash, and Flask on Production-Grade Infrastructure
Create Apps for Business Stakeholders to Perform What-If Analysis and Review Different Scenarios
Run Templatized Analyses Using Lightweight Web Forms to Let Non-Technical Stakeholders Interact with the Underlying Model
See Usage Statistics and Trends to Understand Utilization and the Overall Business Impact

Proactively Monitor Models to Maximize Business Impact

Detect Drift in Input Features and Output Predictions Using Advanced Statistical Checks

Register Groundtruth to Detect Performance Drift

Schedule Automated Checks and Alerts to Save Data Scientists' Time and More Rapidly Respond to Drift

Explore Data Using Our Drift Analyzer UI to Diagnose Drift Quickly

Detect Drift in Input Features and Output Predictions Using Advanced Statistical Checks
Register Groundtruth to Detect Performance Drift
Schedule Automated Checks and Alerts to Save Data Scientists' Time and More Rapidly Respond to Drift
Explore Data Using Our Drift Analyzer UI to Diagnose Drift Quickly
Allstate

The testers in the field sign in through Domino and can play with the model to see if it would help them with their claims processing. As they gave us feedback, we were able to roll that feedback into the app overnight. We got to test it really quickly and got to that learning a lot quicker.

Stephen Collins

Stephen Collins

Data Science Manager

Allstate

Related Data Science Resources

Monitoring Models at Scale
WEBINAR

Monitoring Models at Scale

Model Risk Management
USE CASE

Model Risk Management

How Leading Orgs are Solving the ModelOps Challenge
WEBINAR

How Leading Orgs are Solving the ModelOps Challenge

Make Your Business Model-Driven

Have a question? Feel free to contact us.

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