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DOI: 10.4230/OASIcs.PLATEAU.2019.7

Live Programming Environment for Deep Learning with Instant and Editable Neural Network Visualization

Authors: Chunqi Zhao, Tsukasa Fukusato, Jun Kato, and Takeo Igarashi

Published in: OASIcs, Volume 76, 10th Workshop on Evaluation and Usability of Programming Languages and Tools (PLATEAU 2019)

Abstract

Artificial intelligence (AI) such as deep learning has achieved significant success in a variety of application domains. Several visualization techniques have been proposed for understanding the overall behavior of the neural network defined by deep learning code. However, they show visualization only after the code or network definition is written and it remains complicated and unfriendly for newbies to build deep neural network models on a code editor. In this paper, to help user better understand the behavior of networks, we augment a code editor with instant and editable visualization of network model, inspired by live programming which provides continuous feedback to the programmer.

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Chunqi Zhao, Tsukasa Fukusato, Jun Kato, and Takeo Igarashi. Live Programming Environment for Deep Learning with Instant and Editable Neural Network Visualization. In 10th Workshop on Evaluation and Usability of Programming Languages and Tools (PLATEAU 2019). Open Access Series in Informatics (OASIcs), Volume 76, pp. 7:1-7:5, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2020)

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@InProceedings{zhao_et_al:OASIcs.PLATEAU.2019.7,
  author =	{Zhao, Chunqi and Fukusato, Tsukasa and Kato, Jun and Igarashi, Takeo},
  title =	{{Live Programming Environment for Deep Learning with Instant and Editable Neural Network Visualization}},
  booktitle =	{10th Workshop on Evaluation and Usability of Programming Languages and Tools (PLATEAU 2019)},
  pages =	{7:1--7:5},
  series =	{Open Access Series in Informatics (OASIcs)},
  ISBN =	{978-3-95977-135-1},
  ISSN =	{2190-6807},
  year =	{2020},
  volume =	{76},
  editor =	{Chasins, Sarah and Glassman, Elena L. and Sunshine, Joshua},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops.dagstuhl.de/entities/document/10.4230/OASIcs.PLATEAU.2019.7},
  URN =		{urn:nbn:de:0030-drops-119613},
  doi =		{10.4230/OASIcs.PLATEAU.2019.7},
  annote =	{Keywords: Neural network visualization, Live programming, Deep learning}
}

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Live Programming Environment for Deep Learning with Instant and Editable Neural Network Visualization

Abstract

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