AI-300 Exam Question 16

Hotspot Question
A team trains an MLflow model that scores customer churn risk. The model will be consumed by different downstream systems.
One system requests predictions synchronously during customer interactions.
Another system submits files containing millions of records for scheduled scoring.
You need to deploy the model by using managed inference options that match each usage pattern.
Which option should you use for each usage pattern? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

AI-300 Exam Question 17

Your model requires access to external APIs using sensitive credentials during inference. You must ensure credentials are not exposed in code, logs, or environment variables. What should you implement?
  • AI-300 Exam Question 18

    A real-time endpoint experiences sporadic latency spikes. Investigation reveals instances scale down to zero during inactivity. You need to reduce latency without significantly increasing cost.
    What should you configure?
  • AI-300 Exam Question 19

    Multiple teams need access to approved models with version tracking, lineage, and governance controls. Models must be discoverable and reusable across projects. What Azure ML feature should you use?
  • AI-300 Exam Question 20

    A financial services company is deploying Microsoft Foundry to host generative AI workloads that process regulated customer data. The Microsoft Foundry environment must prevent any public network exposure while still allowing services managed by Microsoft Foundry to communicate with dependent Azure resources.
    Security auditors require that all traffic to and from the Microsoft Foundry resource remain on private networks, with no public endpoints available.
    You need to configure the Microsoft Foundry environment so that network access is restricted while maintaining full platform functionality.
    Which two actions should you perform? Each correct answer presents part of the solution.
    Choose two.
    NOTE: Each correct selection is worth one point.