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DP-201 Exam - Question 204


HOTSPOT -

You need to design the image processing and storage solutions.

What should you recommend? To answer, select the appropriate configuration in the answer area.

NOTE: Each correct selection is worth one point.

Hot Area:

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Correct Answer:

From the scenario:

The company identifies the following business requirements:

✑ You must transfer all images and customer data to cloud storage and remove on-premises servers.

✑ You must develop an image object and color tagging solution.

The solution has the following technical requirements:

✑ Image data must be stored in a single data store at minimum cost.

✑ All data must be backed up in case disaster recovery is required.

All cloud data must be encrypted at rest and in transit. The solution must support:

✑ hyper-scale storage of images

Reference:

https://docs.microsoft.com/en-us/azure/architecture/data-guide/technology-choices/batch-processing https://docs.microsoft.com/en-us/azure/sql-database/sql-database-service-tier-hyperscale

Design data processing solutions

Discussion

10 comments
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Luke97
Apr 13, 2020

Data Storage for Tagging Data should be Cosmos DB, because "the tags must be stored in a document database, and be queried by SQL". Also for the Image Processing, it should use Azure Cognitive Services which is an AI solution and can "automatically identify, generate image Object and Color tags".

runningman
May 5, 2020

but hyper-scale is a sql database feature. so data storage could be sql database.

apz333
May 11, 2020

But hyper-scale is for images, not for tagging data. I think it should be Cosmos DB (SQL API)

apz333
May 11, 2020

But hyper-scale is for images, not for tagging data. I think it should be Cosmos DB (SQL API)

vistran
May 14, 2020

Looks like Image processing should be Cognitive Services https://docs.microsoft.com/en-us/rest/api/cognitiveservices/computervision/tagimage/tagimage And storing the tags should be done in Cosmos DB as its document store and support SQL (SQL API)

vistran
May 16, 2020

Reading further it looks like Azure HDInsight Deep Learning algorithms can be used for the purpose so the first box seems correct https://docs.microsoft.com/en-us/azure/hdinsight/hadoop/apache-hadoop-deep-dive-advanced-analytics#scenario---score-images-to-identify-patterns-in-urban-development

dzzz
Nov 24, 2020

I didn't see why Databricks cannot do image processing with machine learning libraries.

dzzz
Nov 24, 2020

I didn't see why Databricks cannot do image processing with machine learning libraries.

Nehuuu
Mar 20, 2020

should image tagging data not be Cosmos DB?

mojedapr
Sep 30, 2020

this is a mockery !

serger
Jun 3, 2020

1) Vision cognitive services will be used for tagging pictures. 2) Tags then will be stored into a document store that support SQL. So answer is CosmosDB.

pravinDataSpecialist
Jun 22, 2020

Cognitive & cosmos DB should be the answers

MLCL
Jul 4, 2020

Cognitive would be a good answer, but as it is out of scope for this exam, the answer should be HDInsights.

Isio05
Dec 5, 2020

HDInsight now is also out of scope of this exam (at least as per latest sylabus). Therefore I'll go for Cognitive Services as ready-to-use and easier solution

maciejt
Apr 13, 2021

then maybe databricks? they're not out of scope and have libs available for ML and image recognition

maciejt
Apr 13, 2021

then maybe databricks? they're not out of scope and have libs available for ML and image recognition

Isio05
Dec 5, 2020

HDInsight now is also out of scope of this exam (at least as per latest sylabus). Therefore I'll go for Cognitive Services as ready-to-use and easier solution

maciejt
Apr 13, 2021

then maybe databricks? they're not out of scope and have libs available for ML and image recognition

MDONL
Jan 25, 2021

There is a requirement for Managed Spark clusters. Cognitive Services does not provide that.

MDONL
Jan 25, 2021

Never mind, that requirement is for customer data.

MDONL
Jan 25, 2021

Never mind, that requirement is for customer data.

maciejt
Apr 13, 2021

then maybe databricks? they're not out of scope and have libs available for ML and image recognition

M0e
Oct 27, 2020

I pulled my hair when I saw SQL DB as the storage... it is obvious that Cosmos DB is the answer, just look at the previous question!!

Odidepse
Oct 29, 2021

Did not appear on DP-203

syu31svc
Dec 10, 2020

storage is Cosmos DB for sure since document database is mentioned in the requirements use cognitive services for processing https://azure.microsoft.com/en-us/services/cognitive-services/

Berlinersp
Dec 27, 2020

I agree with box 2 as Cosmos DB ..but Cognitive services is out of scope in the exam. It should be HDInsight with Microsoft Cognitive Toolkit to identify image tag as so on..so box 1 is correct