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CNCF-hosted Co-located Events Europe 2025 taking place on 1 April. This event is happening in person at Excel London in London, England.

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Using Training-Operator To Schedule Distributed Edge-Cloud Collaborative AI Applications - Bincheng Wang, Huawei Technologies Co., Ltd & Ming Tang, DaoCloud
Tuesday April 1, 2025 15:55 - 16:30 BST
Level 1 | Hall Entrance N10 | Room E
Edge AI leverages local data processing and millisecond-level response times, unlocking vast application potential. With cloud-native advancements, it is evolving into edge-cloud collaborative AI, enabling flexible AI task deployment across cloud and edge via coordination algorithms to meet diverse demands for real-time performance, accuracy, and privacy.
KubeEdge has introduced the distributed edge-cloud collaborative AI framework, Sedna, which supports seamlessly deploying existing AI applications to the edge. To address the management and scheduling challenges of distributed edge-cloud collaborative AI applications, this presentation will demonstrate how to integrate the KubeFlow training-operator into KubeEdge's Sedna framework, extending distributed training capabilities to the edge. Using training-operator's group scheduling, tasks are dynamically allocated across cloud and edge, optimizing resource use and enhancing edge-cloud AI efficiency.
Speakers
avatar for Bincheng Wang

Bincheng Wang

Cloud Native Engineer, Huawei Technologies Co., Ltd
Bincheng Wang is a cloud native engineer at Huawei and a core member of the KubeEdge community, who has in-depth research in fields such as cloud-native edge computing and IoT. Have participated in KubeEdge’s technical live broadcast with nearly 40,000 viewers, and has rich speaking... Read More →
avatar for Ming Tang

Ming Tang

engineer, DaoCloud
DaoCloud cloud-native backend R&D engineers have worked in the field of edge computing for many years, especially in the KubeEdge community, won the 2023 KubeEdge Rising Star Award. I also have a certain understanding of the field of artificial intelligence, and hope to inject more... Read More →
Tuesday April 1, 2025 15:55 - 16:30 BST
Level 1 | Hall Entrance N10 | Room E
  Kubeflow Summit, Kubeflow at the edge devices

Attendees (2)


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