Explore cloud-native edge machine learning case studies with KubeEdge-Sedna in this 32-minute conference talk by Siqi Luo from Huawei Technologies Co., Ltd. Discover how KubeEdge enables AI applications in robotics and satellite technology. Learn about lifelong learning for edge robots in environment recognition and navigation, as well as joint inference between satellites and ground stations for earth observation. Gain insights into tackling data heterogeneity challenges affecting service quality on robots and satellites. Understand the experience of building cloud-native edge machine learning systems, explore edge-cloud collaborative lifelong learning and joint inference practices, and identify common challenges across different applications of these technologies.