What is MLOps?

MLOps Concepts

Folkert Stijnman

ML Engineer

Machine Learning Operations

...is the set of practices to design, deploy and maintain machine learning in production continuously, reliably, and efficiently.

  • Focus on machine learning 'in production'
  • The full machine learning lifecycle

Machine learning lifecycle

MLOps Concepts

The origin of MLOps

Devops cycle

  • Practices and tools to deliver software applications
  • Development and Operations used to be separate
MLOps Concepts

Why MLOps

Image depicting different components of a real-world machine learning system

1 https://cloud.google.com/architecture/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning
MLOps Concepts

Why MLOps

Image depicting different components of a real-world machine learning system

  • Improved collaboration
  • Automation of deployment
  • Monitoring of model performance
MLOps Concepts

Let's practice!

MLOps Concepts

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