Skip to content

Files

Latest commit

setuccindywengsdonohookevball2Scott Donohoo
Jan 5, 2023
f5876aa · Jan 5, 2023

History

History
This branch is 4 commits behind Azure/mlops-v2:main.

architecture

Folders and files

NameName
Last commit message
Last commit date

parent directory

..
Jan 5, 2023
Jan 5, 2023
Jan 5, 2023
Jan 5, 2023
Jan 5, 2023

MLOps v2 Architectures

The MLOps v2 architectural pattern is made up of four main modular elements representing phases of the MLOps lifecycle.

  • Data Estate

  • Administration & Setup

  • Model Development (Inner Loop)

  • Model Deployment (Outer Loop)

These elements, the relationships between them, and the personas typically associated with these elements are common for all MLOps v2 scenario architectures though there may some variations in the details of each depending on the scenario.

The base architecture for MLOps v2 for Azure Machine Learning is the Classical Machine Learning scenario on tabular data. Other scenarios like Computer Vision (CV) and Natural Language Processing (NLP) build on or modify this base architecture as appropriate.

Current Architectures