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This course introduces Microsoft’s MLOps v2 solution accelerator for designing secure, modular, repeatable machine learning operations in Azure. It covers architectural patterns, pipelines, model retraining, human oversight, and demonstrations of real-time and batch deployment.
Syllabus
AI Show Intro.
Welcome Moritz and Setu.
How to think about MLOps.
MLOps v2 - Unifying MLOps in Azure.
What is MLOps.
What is v2.
Value proposition.
Customer challenges.
The approach - simplicity, security, speed, repeatability, modularity.
Architectural patterns.
GitHub https://github.com/Azure/mlops-v2.
Demo.
Learn more and contribute https://github.com/Azure/mlops-v2.
Taught by
Microsoft Developer