MLOps for Azure Machine Learning培训
Introduction
MLOps Overview
What is MLOps?
MLOps in Azure Machine Learning architecture
Preparing the MLOps Environment
Setting up Azure Machine Learning
Model Reproducibility
Working with Azure Machine Learning pipelines
Bridging Machine Learning processes with pipelines
Containers and Deployment
Packaging models into containers
Deploying containers
Validating models
Automating Operations
Automating operations with Azure Machine Learning and GitHub
Retraining and testing models
Rolling out new models
Governance and Control
Creating an audit trail
Managing and monitoring models
Summary and Conclusion