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Exam AI-100 topic 1 question 14 discussion

Actual exam question from Microsoft's AI-100
Question #: 14
Topic #: 1
[All AI-100 Questions]

HOTSPOT -
You are designing an AI solution that will be used to find buildings in aerial pictures.
Users will upload the pictures to an Azure Storage account. A separate JSON document will contain for the pictures.
The solution must meet the following requirements:
✑ Store metadata for the pictures in a data store.
✑ Run a custom vision Azure Machine Learning module to identify the buildings in a picture and the position of the buildings' edges.
✑ Run a custom mathematical module to calculate the dimensions of the buildings in a picture based on the metadata and data from the vision module.
You need to identify which Azure infrastructure services are used for each component of the AI workflow. The solution must execute as quickly as possible.
What should you identify? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

Show Suggested Answer Hide Answer
Suggested Answer:
Box 1: Azure Blob Storage -
Containers and blobs support custom metadata, represented as HTTP headers.

Box 2: NV -
The NV-series enables powerful remote visualisation workloads and other graphics-intensive applications backed by the NVIDIA Tesla M60 GPU.
Note: The N-series is a family of Azure Virtual Machines with GPU capabilities. GPUs are ideal for compute and graphics-intensive workloads, helping customers to fuel innovation through scenarios like high-end remote visualisation, deep learning and predictive analytics.

Box 3: F -
F-series VMs feature a higher CPU-to-memory ratio. Example use cases include batch processing, web servers, analytics and gaming.
Incorrect:
A-series VMs have CPU performance and memory configurations best suited for entry level workloads like development and test.
References:
https://azure.microsoft.com/en-in/pricing/details/virtual-machines/series/

Comments

Chosen Answer:
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Exposer
Highly Voted 5 years, 5 months ago
Why not Cosmos DB for JSON documents?
upvoted 7 times
bandono
5 years, 4 months ago
It costs higher than Blob.
upvoted 1 times
junkz
5 years, 3 months ago
it costs, but the ask on the scenario is to execute as fast as possible, which makes cosmos a better candidate
upvoted 15 times
Miles19
5 years, 2 months ago
It depends on which consistency level you choose for cosmos DB. Doesn't necessarily need to be faster than blob storage.
upvoted 1 times
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DonGeo
4 years ago
I think it should be Cosmos DB as the requirement is to have the fastest possible solution without worrying about cost
upvoted 3 times
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Hinzzz
Most Recent 4 years ago
Yes. I am also wondering why the answer is not File storage, they are only talking about JSOn meta data, not the actual pictures.
upvoted 1 times
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aitruthseeker
4 years, 5 months ago
The answer seem correct in my opinion. Azure Blob is the recommended storage for HD images and similar large size file storage.
upvoted 2 times
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AcetheTest
4 years, 6 months ago
This might be wrong, but I'm actually going to say file storage. There is metadata for every picture, and it would probably help to keep it organized. File storage would be quickly available, and would probably make analysis easier. The question doesn't ask about cost, so I didn't consider that
upvoted 3 times
Cornholioz
4 years, 3 months ago
Store metadata only. Not files.
upvoted 2 times
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ExamPwnr
4 years, 12 months ago
"Run a custom mathematical module to calculate the dimensions of the buildings in a picture based on the metadata and data from the vision module." - Since you are doing custom math module - why not create one that will take advantage of GPU acceleration - hence use NV series?
upvoted 3 times
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