| Recently, many AI computing frameworks, such as TensorFlow and DIGITS, can help data scientists focus on data analyzing and no need to worry about details of implementation. These computing frameworks work on various infrastructure, such as host machine, virtual machine, and cloud environment. Cloud environments usually adopt container technology to isolate computing jobs from different users. In addition, an orchestration system is required by PaaS to manage computing resources. In our work, Kubernetes and OpenStack are adopted to manage container and virtual machine computing jobs respectively, which can reduce manual configurations. |