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Are you looking to deploy your code on Azure Cloud without provisioning a Virtual Machine or a Server by yourself? Then, Azure Function is the solution. Azure Functions are similar to AWS Lambda and Google Cloud Functions.
Form recognizer provides a sample labeling tool which is an application that provides a simple user interface, which you can use to manually label forms. Learn how to run this locally on a Windows 8/8.1 machine.