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You have the following C# method for creating Azure Cognitive Services resources programmatically. You need to call the method to create a free Azure resource in the West US Azure region. The resource will be used to generate captions of images automatically. Which code should you use?
Correct Answer: A
The question is about creating an Azure Cognitive Services resource programmatically with C#. * Free resource # This requires the F0 (Free) pricing tier. * West US region # Location should be "westus". * Generate captions of images automatically # This requires the Computer Vision service. Key requirements from the question: * A. create_resource(client, "res1", "ComputerVision", "F0", "westus") * Uses "ComputerVision" kind # Correct, because Computer Vision provides the image captioning feature. * Tier is "F0" # Correct, free tier. * Location "westus" # Correct. * This is the correct answer. * B. create_resource(client, "res1", "CustomVision.Prediction", "F0", "westus") * Custom Vision is for building and deploying custom image classifiers. * The Prediction resource is specifically for running inference, not general captioning. * Wrong service for the requirement. * C. create_resource(client, "res1", "ComputerVision", "S0", "westus") * "ComputerVision" is correct. * But "S0" is a paid tier, not the required free tier. * Does not meet the requirement. * D. create_resource(client, "res1", "CustomVision.Prediction", "S0", "westus") * Wrong service (captioning is not handled by Custom Vision). * Wrong tier (paid instead of free). * Incorrect. Option Analysis The answer: A. create_resource(client, "res1", "ComputerVision", "F0", "westus") * Azure AI Computer Vision documentation * Create a Cognitive Services resource in Azure * Computer Vision capabilities - Image analysis and captioning Microsoft References