What is MLOps?
MLOps is a platform that provides access to a vast array of AI technologies for various needs, including machine learning operations and production AI. It offers a center of excellence for your production AI, giving you a single place to deploy, monitor, manage, and govern all your models in production, regardless of how they were created or when and where they were deployed.
Features of MLOps
Monitor Your Existing Models in Just a Few Lines of Code
You can quickly configure your existing models to work with MLOps regardless of how they were built or where they are deployed. In just a few lines of code, you will get instant access to advanced ML monitoring built on a robust governance framework to manage the lifecycle of all your production AI.
MLOps Agents: Centralized Monitoring and Lifecycle Management for Any Model
MLOps agents provide a centralized monitoring and lifecycle management system for any model, allowing you to monitor service health, accuracy, and data drift in real-time.
Machine Learning Governance Framework with DataRobot MLOps
MLOps establishes a framework that helps to maintain the governance process for your AI projects across your entire organization. With customizable governance policies, you will have complete control over the access, review, and approval workflows.
Build and Run Your Models Anywhere
With MLOps, you can easily deploy any model to your production environment of choice, on-prem, in the cloud, or hybrid. By instrumenting MLOps monitoring agents, you can add monitoring to any existing production model already deployed.
Automated Model Health Monitoring and Lifecycle Management
MLOps provides constant monitoring and production diagnostics to improve the performance of your existing models. Best practice ML monitoring right out of the box enables you to track service health, accuracy, and data drift to explain why your model is degrading.
Embedded Governance, Humility, and Fairness
MLOps establishes a framework that helps to maintain the governance process for your AI projects across your entire organization. With customizable governance policies, you will have complete control over the access, review, and approval workflows. It will also allow you to access the history of prediction activity and model updates for regulatory compliance.
How to Use MLOps
To get started with MLOps, you can request a demo or try it out for yourself. You can also download the MLOps 101 guide to learn more about the foundation for your AI strategy.
Pricing
The pricing for MLOps is not explicitly stated, but you can request a demo or contact DataRobot to learn more about the pricing and plans.
Comments
MLOps is a game-changer for organizations looking to scale their AI adoption and drive business value. With its robust governance framework and automated model health monitoring, MLOps provides a single place to deploy, monitor, manage, and govern all your models in production. Don't get left behind - try MLOps today and take your AI strategy to the next level!
Helpful Tips
- Start small and scale up as you become more comfortable with MLOps.
- Take advantage of the automated model health monitoring and lifecycle management features to improve the performance of your existing models.
- Customize your governance policies to fit your organization's specific needs.
Frequently Asked Questions
Q: What is MLOps?
A: MLOps is a platform that provides access to a vast array of AI technologies for various needs, including machine learning operations and production AI.
Q: How do I get started with MLOps?
A: You can request a demo or try it out for yourself. You can also download the MLOps 101 guide to learn more about the foundation for your AI strategy.
Q: What are the benefits of using MLOps?
A: MLOps provides a single place to deploy, monitor, manage, and govern all your models in production, regardless of how they were created or when and where they were deployed. It also provides automated model health monitoring and lifecycle management, and customizable governance policies.