Eugene: Towards deep intelligence as a service

Eugene: Towards deep intelligence as a service

The paper discusses an emerging suite of machine intelligence services that are of increasing importance in the highly instrumented world of the Internet of Things (IoT). The suite, called Eugene, would offer a form of intelligent behavior (based on deep neural networks) to otherwise simple embedded...

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Bibliographic Details
Main Authors: YAO, Shuochao, HAO, Yifan, ZHAO, Yiran, PIAO, Ailing, SHAO, Huajie, LIU, Dongxin, LIU, Shengzhong, HU, Shaohan, WEERAKOON, Dulanga, JAYARAJAH, Kasthuri, MISRA, Archan, ABDELZAHER, Tarek
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2019
Subjects:
Edge computing
Internet of Things
Machine intelligence
Software Engineering
Online Access:https://ink.library.smu.edu.sg/sis_research/4823
https://ink.library.smu.edu.sg/context/sis_research/article/5826/viewcontent/DeepIntelligence5.pdf
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Institution: Singapore Management University
Language: English
Description
Summary:The paper discusses an emerging suite of machine intelligence services that are of increasing importance in the highly instrumented world of the Internet of Things (IoT). The suite, called Eugene, would offer a form of intelligent behavior (based on deep neural networks) to otherwise simple embedded devices; the clients of the service. These devices would benefit from service resources to learn from data and to perform intelligent inference, classification, prediction, and estimation tasks that they are too limited to carry out on their own. The paper discusses the taxonomy of such services and the state of implementation, as well as the various challenges entailed, including scheduling, caching (of intelligent functions), and cooperative learning.

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