Microsoft Azure AI Engineer Associate AI-102 Practice Question
You have trained an object-detection project by using Custom Vision in Azure AI Vision. The model will be used on production-line cameras inside a factory network that has no reliable Internet connectivity. Inference must execute locally with less than 100 ms latency and without sending images to the cloud. Which deployment approach should you use?
Convert the model to ONNX and deploy it to a managed online endpoint in Azure Machine Learning.
Export the model and run it in the Azure AI Vision Docker container on an Azure Stack Edge or IoT Edge device within the factory.
Publish the model to the Custom Vision cloud prediction endpoint and invoke it from the factory over HTTPS.
Import the model into an Azure OpenAI resource and call it with chat completions from the production-line controllers.
Running the Custom Vision runtime container on an edge device keeps all inference on-premises, eliminates the need for constant Internet connectivity, and provides sub-second latency. Publishing to the cloud prediction endpoint or to an AML managed endpoint still requires outbound connectivity and adds network latency. Azure OpenAI cannot host vision models, so that option is not applicable.
Ask Bash
Bash is our AI bot, trained to help you pass your exam. AI Generated Content may display inaccurate information, always double-check anything important.
What is an Azure AI Vision Docker container?
Open an interactive chat with Bash
What is an Azure Stack Edge or IoT Edge device?
Open an interactive chat with Bash
Why is it important to use local inference for this scenario?
Open an interactive chat with Bash
Microsoft Azure AI Engineer Associate AI-102
Plan and manage an Azure AI solution
Your Score:
Report Issue
Bash, the Crucial Exams Chat Bot
AI Bot
Loading...
Loading...
Loading...
Pass with Confidence.
IT & Cybersecurity Package
You have hit the limits of our free tier, become a Premium Member today for unlimited access.
Military, Healthcare worker, Gov. employee or Teacher? See if you qualify for a Community Discount.
Monthly
$19.99
$19.99/mo
Billed monthly, Cancel any time.
3 Month Pass
$44.99
$14.99/mo
One time purchase of $44.99, Does not auto-renew.
MOST POPULAR
Annual Pass
$119.99
$9.99/mo
One time purchase of $119.99, Does not auto-renew.
BEST DEAL
Lifetime Pass
$189.99
One time purchase, Good for life.
What You Get
All IT & Cybersecurity Package plans include the following perks and exams .