Migrate AI-05: Replace Azure OpenAI provisioning with Microsoft Foundry#124
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theresa-i wants to merge 4 commits into
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Migrate AI-05: Replace Azure OpenAI provisioning with Microsoft Foundry#124theresa-i wants to merge 4 commits into
theresa-i wants to merge 4 commits into
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Changes from main: - Updated lab title and description to reference Microsoft Foundry - Replaced 'Provision an Azure OpenAI resource' section with 'Create a Microsoft Foundry resource and project', using the new Foundry resource creation portal link and Entra ID (access token) auth instead of API keys - Added step to create a project within the Foundry resource after deployment - Added Cloud Shell step to obtain a short-lived access token via `az account get-access-token --resource https://cognitiveservices.azure.com` - Narrowed region list to North Central US and Sweden Central (quota-safe) - Updated model deployment target from Azure OpenAI service to Microsoft Foundry deployments page, deploying gpt-4.1 (model version 2025-04-14) - Updated primarytopics metadata: replaced 'Azure OpenAI' with 'Microsoft Foundry' - Preserved all Databricks cluster, notebook, MLflow evaluation, and prompt-improvement content unchanged"
Contributor
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I think in this .md, in Task 'Evaluate LLM with a custom function', Step 2, there is a typo: I am not certain if the intent is to have student use Copilot/Genie Code to fix this on their own, or - more likely - its just a typo. In any case, dropping here for reference: 
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…id confusing backslash escaping in template
Contributor
Author
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Thanks for the sharp eyes, @SkillableKarl! 🙏 The
Thanks again for reviewing and catching that — really valuable having Skillable eyes on these labs before they go live! |
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Summary
This PR updates the AI-05 (Evaluate Models) lab to use Microsoft Foundry for resource provisioning and model deployment, replacing the previous Azure OpenAI service flow.
Changes
az account get-access-token --resource https://cognitiveservices.azure.com(replaces API key auth)primarytopicsmetadata: replacedAzure OpenAIwithMicrosoft FoundryReview notes
Please verify the Foundry resource creation steps and token auth flow match the current portal experience. The lab hoster (Skillable) should confirm the provisioning steps work end-to-end in a hosted lab environment.