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:

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:
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
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".
but hyper-scale is a sql database feature. so data storage could be sql database.
But hyper-scale is for images, not for tagging data. I think it should be Cosmos DB (SQL API)
But hyper-scale is for images, not for tagging data. I think it should be Cosmos DB (SQL API)
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)
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
I didn't see why Databricks cannot do image processing with machine learning libraries.
I didn't see why Databricks cannot do image processing with machine learning libraries.
should image tagging data not be Cosmos DB?
this is a mockery !
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.
Cognitive & cosmos DB should be the answers
Cognitive would be a good answer, but as it is out of scope for this exam, the answer should be HDInsights.
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
then maybe databricks? they're not out of scope and have libs available for ML and image recognition
then maybe databricks? they're not out of scope and have libs available for ML and image recognition
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
then maybe databricks? they're not out of scope and have libs available for ML and image recognition
There is a requirement for Managed Spark clusters. Cognitive Services does not provide that.
Never mind, that requirement is for customer data.
Never mind, that requirement is for customer data.
then maybe databricks? they're not out of scope and have libs available for ML and image recognition
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!!
Did not appear on DP-203
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/
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