AI-300: Updated lab instructions and fixes for MLOps GitHub Actions and deployment labs

[lostspace003]

AI-300: Updated lab instructions and fixes for MLOps GitHub Actions and deployment labs

Summary

While completing the AI-300 MLOps labs, I encountered several issues that prevented successful completion of the GitHub Actions, deployment, and monitoring exercises without extensive troubleshooting.

To help future learners, I have prepared updated guidance and fixes in the following folder:

updated-instructions-ai-300-mlops

Changes Included

• Added Azure resource provider registration steps for:
  • Microsoft.ContainerService
  • Microsoft.PolicyInsights
• Corrected and completed GitHub Actions workflow YAML examples
• Added guidance for unique endpoint naming during deployment
• Documented required Git configuration (user.name and user.email)
• Added instructions for feature branches, pull requests, and branch protection workflows
• Clarified workflow trigger comments:
  • /train-prod
  • /deploy-prod

Benefits

These updates reduce learner troubleshooting time, address common deployment blockers, and improve the overall learning experience by allowing learners to focus on MLOps concepts rather than lab environment issues.

Please review the content in the updated-instructions-ai-300-mlops folder for potential inclusion in the AI-300 course materials.