mlops-v2-training/ci-cd

Azure MLOps (v2) CI/CD Example

This is sample repo to create automated CI/CD process using Azure Pipelines or Github Actions.

Creating CI/CD with Azure Pipelines

Create CI using Azure Pipeline Build Pipeline

Following instructions to create CI pipeline for training: https://learn.microsoft.com/en-us/azure/machine-learning/how-to-devops-machine-learning

Create CD using Azure Pipeline Release Pipeline

1. Install Machine Learning for Azure Pipelines
2. Create a Release pipeline triggered by Azure Machine Learning Model Registry
   2.1 Add following to your release pipeline:
   
   • Azure Machine Learning Registry
     
   • Inference Repo to Artifacts
     
   • Add stages
     
     2.2 Add Azure CLI task for preparing environment
     
     2.3 Add Azure CLI task for model deployment
     2.4 Enable trigger - Continuous Deployment
     2.5 Predeployment Approal
     

Createing CD + CD with Github Actions

https://learn.microsoft.com/en-us/azure/machine-learning/how-to-github-actions-machine-learning?tabs=userlevel