MLOps

advanced
ai & ml

Definition

Machine Learning Operations - practices and tools for deploying, monitoring, and managing AI models in production, similar to DevOps but for ML systems. Like having a complete system for keeping AI models running smoothly.

Real-World Example

MLOps teams automate model retraining, monitor performance, and quickly roll back to previous versions if a new model performs poorly.

Frequently Asked Questions

What is MLOps?

Machine Learning Operations - practices and tools for deploying, monitoring, and managing AI models in production, similar to DevOps but for ML systems. Like having a complete system for keeping AI models running smoothly.

How is MLOps used in cloud computing?

MLOps teams automate model retraining, monitor performance, and quickly roll back to previous versions if a new model performs poorly.

What are related terms to MLOps?

Related concepts include DevOps, Model Monitoring, Machine Learning. Understanding these connections helps build a comprehensive knowledge of cloud computing concepts.

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