AI-300 Labs

Microsoft Learn

Note

Microsoft Learn Sandboxes require you to bring in your own subscription.

Experiment with Azure Machine Learning

Perform hyperparameter tuning with Azure Machine Learning

Run pipelines in Azure Machine Learning

Trigger Azure Machine Learning jobs with GitHub Actions

Trigger GitHub Actions with feature-based development

Work with environments in GitHub Actions

Deploy a model with GitHub Actions

Plan and prepare a GenAIOps solution

Manage prompts for agents in Microsoft Foundry with GitHub

Evaluate and optimize AI agents through structured experiments

Automate AI evaluations with Microsoft Foundry and GitHub Actions

Monitor your generative AI application

Analyze and debug your generative AI app with tracing

Microsoft GitHub

Note

Microsoft GitHub labs are series of labs designed to be used in Microsoft Instructor Lead Trainings delivered by Microsoft Certified Trainers where participants also have access to the environment to perform them. This means that for everyone else, it is necessary to bring your own environment to go through them.

Proseware Case Study - Design machine learning solution

Find the best classification model with Azure Machine Learning

Optimize model training in Azure Machine Learning

Perform hyperparameter tuning with a sweep job

Run pipelines in Azure Machine Learning

Plan and prepare an MLOps solution with Azure Machine Learning

Automate model training with GitHub Actions

Deploy and monitor a model in Azure Machine Learning

Plan and prepare a GenAIOps solution

Develop prompt and agent versions

Design and optimize prompts

Automated evaluation with cloud evaluators

Monitor and trace your generative AI agent

Optimize AI agents with fine-tuning