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We have a requirement for pdf parsing and planning to use azure form intelligence . Since our client has sensitive information we don't want to send our data to Azure instead we will be using Form intelligence connected containers and will be deploying in our aks setup. We are planning to train and use a custom model
ref:https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/containers/configuration?view=doc-intel-2.1.0
I wanted to know if I create a custom model and do the model training using the SDK is the model getting created inside my container.?If so if the container gets corrupted my model will also be corrupted.
@John Antony While using the custom template container, you provide input and output paths along with shared folder for internal processing of the container. These are mounted to the container when they are run, and you will use the local version document intelligence studio to label the forms. So, you will not be sending information to Microsoft that is related to your documents. Only the billing information is shared by the containers since this is a connected container to share details of billing.
In summary, if your local storage gets corrupted there is a chance that your container will also get corrupted as all details of your models is on your machine and not uploaded to cloud except for billing related information. Thanks!!