There is an urgent need for Red Hat OpenShift users to find a way to build flexible and scalable architecture as they identify key components for customer success from data analytics. Attend this session to gain insight into the phases of the AI workflow tailored to provide support for each phase of the data engineering and operations workflow from collecting data at the edge in an on-demand fashion to storing that data in cloud data warehouses and then building out visualization using accelerated hardware and Red Hat Workstation on-demand instances.