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Filtering by: Creator Zheng, Lei Academic Affiliation Electrical Engineering and Computer Science Commencement Year Unknown

Failure-resilient congestion-aware load balancing protocol for three-tier clos data centers

Creator:

Alanazi, Sultan and Hamdaoui, Bechir

Abstract:

Clos-based network topologies have been deployed in production data center networks to provide multiple path alternatives between the pairs of network hosts. Production data centers operate under varying traffic dynamics and topological asymmetry. Therefore, a good load balancing scheme must adapt to network conditions and dynamics in real-time and intelligently...

Resource Type:

Technical Report
Understanding Software-2.0: A Study of Machine Learning library usage and evolution

Creator:

Dilhara, Malinda, Ketkar, Ameya, and Dig, Danny

Abstract:

Enabled by a rich ecosystem of Machine Learning (ML) libraries, programming using learned models, i.e., Software-2.0, has gained substantial adoption. However, we do not know what challenges developers encounter when they use ML libraries. With this knowledge gap, researchers miss opportunities to contribute to new research directions, tool builders do...

Resource Type:

Research Paper