Deployment of Pre-Trained Models on Azure Container Services

The goal of Azure Container Services (ACS) is to provide a container hosting environment by using popular open-source tools and technologies. Like all software, deploying machine learning (ML) models can be tricky due to the plethora of libraries used and their dependencies. In this tutorial, we will demonstrate how to deploy a pre-trained deep learning model using ACS. ACS enables the user to configure, construct and manage a cluster of virtual machines preconfigured to run containerized applications. Once the cluster is setup, DC/OS is used for scheduling and orchestration.