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AI-900: How to use the prediction endpoint for object detection in Azure

Learn how to generate predictions for your object detection solution using the prediction endpoint of the Custom Vision service in Azure. Find out the difference between the prediction endpoint and the training endpoint, and how to use them correctly.

Question

You created a solution the makes use of object detection. You deployed two separate resources in Azure -one that manages the training of the model, and one that manages the predictions. To which endpoint should you make calls to generate predictions?

A. Training endpoint
B. Prediction endpoint
C. Any endpoint (prediction or training), both will work

Answer

B. Prediction endpoint

Explanation

To generate predictions, it must be used the HTTP address of the endpoint for the prediction resource to which you published the model.

The correct answer is B. Prediction endpoint.

Object detection is a type of computer vision task that involves identifying and locating objects in an image or video. To create a solution that makes use of object detection, you need to train a model that can learn from labeled data and generate predictions for new data.

In Azure, you can use the Custom Vision service to create and manage object detection models. The Custom Vision service provides two types of resources: a training resource and a prediction resource. The training resource is used to train the model using your own data, while the prediction resource is used to generate predictions using the trained model.

To generate predictions, you need to make calls to the prediction endpoint of the Custom Vision service. The prediction endpoint is a REST API that accepts an image or video as input and returns a JSON response with the detected objects and their coordinates. The prediction endpoint is different from the training endpoint, which is used to create, update, and delete projects, tags, and images.

Therefore, to generate predictions for your object detection solution, you should make calls to the prediction endpoint of the Custom Vision service, not the training endpoint.

Microsoft Azure AI Fundamentals AI-900 certification exam practice question and answer (Q&A) dump with detail explanation and reference available free, helpful to pass the Microsoft Azure AI Fundamentals AI-900 exam and earn Microsoft Azure AI Fundamentals AI-900 certification.

Microsoft Azure AI Fundamentals AI-900 certification exam practice question and answer (Q&A) dump

Alex Lim is a certified IT Technical Support Architect with over 15 years of experience in designing, implementing, and troubleshooting complex IT systems and networks. He has worked for leading IT companies, such as Microsoft, IBM, and Cisco, providing technical support and solutions to clients across various industries and sectors. Alex has a bachelor’s degree in computer science from the National University of Singapore and a master’s degree in information security from the Massachusetts Institute of Technology. He is also the author of several best-selling books on IT technical support, such as The IT Technical Support Handbook and Troubleshooting IT Systems and Networks. Alex lives in Bandar, Johore, Malaysia with his wife and two chilrdren. You can reach him at [email protected] or follow him on Website | Twitter | Facebook

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