Search Results for author: Myeongjae Jeon

Found 5 papers, 3 papers with code

Carousel Memory: Rethinking the Design of Episodic Memory for Continual Learning

1 code implementation14 Oct 2021 Soobee Lee, Minindu Weerakoon, Jonghyun Choi, Minjia Zhang, Di Wang, Myeongjae Jeon

In particular, in mobile and IoT devices, real-time data can be stored not just in high-speed RAMs but in internal storage devices as well, which offer significantly larger capacity than the RAMs.

Continual Learning Management

Accelerated Training for CNN Distributed Deep Learning through Automatic Resource-Aware Layer Placement

no code implementations17 Jan 2019 Jay H. Park, Sunghwan Kim, Jinwon Lee, Myeongjae Jeon, Sam H. Noh

Through analysis of the characteristics of CNN, we find that placement of layers can be done in an effective manner.

Distributed, Parallel, and Cluster Computing

Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads

1 code implementation17 Jan 2019 Myeongjae Jeon, Shivaram Venkataraman, Amar Phanishayee, Junjie Qian, Wencong Xiao, Fan Yang

With widespread advances in machine learning, a number of large enterprises are beginning to incorporate machine learning models across a number of products.

Distributed, Parallel, and Cluster Computing

StreamBox-HBM: Stream Analytics on High Bandwidth Hybrid Memory

no code implementations4 Jan 2019 Hongyu Miao, Myeongjae Jeon, Gennady Pekhimenko, Kathryn S. McKinley, Felix Xiaozhu Lin

It dynamically optimizes for both the high bandwidth and limited capacity of HBM, and the limited bandwidth and high capacity of standard DRAM.

Databases

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