(disclaimer: I work for Azure on ACI and other container offerings)
Azure Container Instances (ACI) is what you're looking for. The intent behind ACI is to provide the easiest/simplest way for you to deploy serverless containers in Azure (no management of underlying infrastructure). See this to get started: https://docs.microsoft.com/en-us/azure/container-instances/c....