Search Results for author: Melih Elibol

Found 3 papers, 2 papers with code

NumS: Scalable Array Programming for the Cloud

1 code implementation28 Jun 2022 Melih Elibol, Vinamra Benara, Samyu Yagati, Lianmin Zheng, Alvin Cheung, Michael I. Jordan, Ion Stoica

LSHS is a local search method which optimizes operator placement by minimizing maximum memory and network load on any given node within a distributed system.

regression Scheduling

Variance Reduction with Sparse Gradients

no code implementations ICLR 2020 Melih Elibol, Lihua Lei, Michael. I. Jordan

Variance reduction methods such as SVRG and SpiderBoost use a mixture of large and small batch gradients to reduce the variance of stochastic gradients.

Image Classification

Ray: A Distributed Framework for Emerging AI Applications

4 code implementations16 Dec 2017 Philipp Moritz, Robert Nishihara, Stephanie Wang, Alexey Tumanov, Richard Liaw, Eric Liang, Melih Elibol, Zongheng Yang, William Paul, Michael. I. Jordan, Ion Stoica

To meet the performance requirements, Ray employs a distributed scheduler and a distributed and fault-tolerant store to manage the system's control state.

reinforcement-learning Reinforcement Learning (RL)

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