Panel: Networking meets cloud & edge applications
Today, applications deployed in the cloud or at the edge provide services to end users over a heterogeneous array of networks, from high-speed wired links to fragile wireless communications. Data-driven techniques, including machine learning (ML), can enable the realistic evaluation of networked applications using simulators and emulators, and may equip such applications with better adaptability and versatility in these diverse scenarios. However, achieving good performance in practice demands thoughtfully designed ML algorithms as well as diverse learning environments.
Join us for a discussion on this timely topic with Microsoft researchers Francis Y. Yan and Zhixiong Niu, moderated by Venkat Padmanabhan. During this discussion, they will introduce: OpenNetLab, an open distributed platform of heterogeneous nodes, established to promote data-driven networking research, and the iBox (Internet on a Box) data-driven simulator; MMSys ’21 grand challenge on bandwidth estimation for real-time video, showcasing OpenNetLab’s capability to foster ML-based network algorithms; and a related cross-lab research project which aims to leverage reinforcement learning to optimize quality of experience for videoconferencing users.
Learn more about the 2021 Microsoft Research Summit: https://Aka.ms/researchsummit (opens in new tab)
- 轨迹:
- The Future of Cloud Networking
- 日期:
- 演讲者:
- Venkat Padmanabhan, Zhixiong Niu, Francis Y. Yan
- 所属机构:
- Microsoft Research India, Microsoft Research Asia, Microsoft Research and Azure
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Venkat Padmanabhan
Managing Director, Microsoft Research India
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Zhixiong Niu
Senior Researcher
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Francis Y. Yan
Computer Scientist
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The Future of Cloud Networking
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Fireside chat: Network verification: Cloud first, what's next?
Speakers:- Andrey Rybalchenko,
- George Varghese,
- George Varghese
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Panel: Next ten years for hyperscaler's backbones
Speakers:- Jitu Padhye,
- Erica Lan,
- Sylvia Ratnasamy
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Fireside chat: Smart network pipes unleashing new opportunities
Speakers:- Srikanth Kandula,
- Deepak Bansal
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