Ummy Habiba is a cloud engineer and an enthusiastic IT instructor, accumulating 2 years of experience in the software industry and 3 years of teaching experience in different colleges and universities. Ummy currently teaches post-graduate courses on data analytics, database design and cloud computing services. Ummy holds a post-graduate diploma in DevOps engineering and several professional certifications including AWS Cloud Practitioner and Google Data Analytics. Her expertise encompasses cloud migration service orchestration, CI/CD pipeline design, containerized application deployment using Docker and Kubernetes, and managing and provisioning of infrastructure as a code (IaC). Ummy earned her master’s degree in Electrical and Computer Engineering from the University of Manitoba, concentrating on cloud computing resource orchestration for 5G cellular and IoT-based wireless applications. Ummy has over 7 years of experience in research and development, implementing game theory, reinforcement learning, combinatorial optimization and network economics theory in cloud radio access network design. She received several research fellowships, including DAAD research grant from the German Academic Exchange Service for her excellent research contributions in the field of wireless communications. She specializes in designing profit-maximizing resource allocation mechanisms, online learning algorithms for strategic decision-making, and deployment of wireless infrastructure-as-a-code (IaaC) and compute functionality as a cloud-native solution handling complex hierarchical data structures in 5G wireless networks.