Search Results for author: Ankit Singla

Found 4 papers, 2 papers with code

Towards Demystifying Serverless Machine Learning Training

1 code implementation17 May 2021 Jiawei Jiang, Shaoduo Gan, Yue Liu, Fanlin Wang, Gustavo Alonso, Ana Klimovic, Ankit Singla, Wentao Wu, Ce Zhang

The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML).

BIG-bench Machine Learning

Understanding video streaming algorithms in the wild

1 code implementation9 Jan 2020 Melissa Licciardello, Maximilian Grüner, Ankit Singla

While video streaming algorithms are a hot research area, with interesting new approaches proposed every few months, little is known about the behavior of the streaming algorithms deployed across large online streaming platforms that account for a substantial fraction of Internet traffic.

Networking and Internet Architecture

Distributed Learning over Unreliable Networks

no code implementations17 Oct 2018 Chen Yu, Hanlin Tang, Cedric Renggli, Simon Kassing, Ankit Singla, Dan Alistarh, Ce Zhang, Ji Liu

Most of today's distributed machine learning systems assume {\em reliable networks}: whenever two machines exchange information (e. g., gradients or models), the network should guarantee the delivery of the message.

BIG-bench Machine Learning

Jellyfish: Networking Data Centers Randomly

no code implementations8 Oct 2011 Ankit Singla, Chi-Yao Hong, Lucian Popa, P. Brighten Godfrey

We present Jellyfish, a high-capacity network interconnect, which, by adopting a random graph topology, yields itself naturally to incremental expansion.

Networking and Internet Architecture

Cannot find the paper you are looking for? You can Submit a new open access paper.