        MLOps for Azure Machine Learning培訓(xùn)

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