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深度学习发展综述

侯宇青阳 全吉成 王宏伟

舰船电子工程2017,Vol.37Issue(4):5-9,111,6.
舰船电子工程2017,Vol.37Issue(4):5-9,111,6.DOI:10.3969/j.issn.1672-9730.2017.04.002

深度学习发展综述

Review of Deep Learning Development

侯宇青阳 1全吉成 1王宏伟1

作者信息

  • 1. 中国人民解放军空军航空大学 长春 130000
  • 折叠

摘要

Abstract

Considering deep learning's value of researching and applying and the importance in academic and industry area, this paper reviews the main stream deep learning network models and gives theirs introduction.First, the history of deep learning is introduced.According to applying research, four deep learning network of the main streams are introduced.Second, the developing state of current deep learning is summarizedfrom five aspects which are network performance improvement, net system development, the new learning model to explore, deep reinforce learning and visualization theory research.Last, development prospect of deep learning comes up.Although deep learning outperform other methods abviously in different fields, there are still some issues needed to be solved, such as intelligence of deep learning improvement, raising the utilization ratio of data without labels.

关键词

深度学习/卷积神经网络/半监督学习/深度强化学习/人工智能

Key words

deep learning/convolution neural network/semi-supervised learning/deep reinforce learning/artificial intelligence

分类

信息技术与安全科学

引用本文复制引用

侯宇青阳,全吉成,王宏伟..深度学习发展综述[J].舰船电子工程,2017,37(4):5-9,111,6.

舰船电子工程

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1672-9730

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