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AI & ML Best Practices

15 controls
3 services covered

Reviews Cognitive Services and Machine Learning controls for private connectivity, public access, customer-managed encryption, local-auth disablement, and Advisor-backed AI or ML cost and capacity recommendations.

What we check

AI Cost and Capacity8
  • Azure Machine Learning Cost Optimization should be Applied
  • Computer Vision Cost Savings Opportunities should be Utilized
  • Form Recognizer Cost Savings Opportunities should be Utilized
  • Language Service Cost Savings Opportunities should be Utilized
  • LUIS Resource Cost Savings Opportunities should be Utilized
  • OpenAI Service Reserved Instance Opportunities should be Utilized
  • Speech Service Cost Savings Opportunities should be Utilized
  • Translator Resource Cost Savings Opportunities should be Utilized
Cognitive Services Accounts5
  • Cognitive Service Account Encrypted with CMK
  • Cognitive Services Accounts should have Local Authentication Methods Disabled
  • Cognitive Services Accounts should use Private Link
  • Cognitive Service Account Public Network Access Disabled
  • Cognitive Service Account Restrict Public Access
Machine Learning Workspaces2
  • Machine Learning Workspaces should be Encrypted with CMK
  • Machine Learning Workspaces use Private Link

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