Amoozegar, A_Shahrzad Is the app insights resource that is created while creating your workspace still available or deleted? The error seems to indicate that the app insights resource attached to workspace is deleted. If you lookup your Azure ML workspace on Azure portal it should display the other associated resources like storage account, container registry, Key vault and app insight resource. If this is missing then this is the most likely cause.
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