Visualizing Dataflow Graphs of Deep Learning Models in TensorFlow

Daniel Smilkov
Daniel Smilkov
James Wexler
James Wexler
Jimbo Wilson
Jimbo Wilson
Dandelion Mane
Dandelion Mane
Doug Fritz
Doug Fritz
Fernanda B Viegas
Fernanda B Viegas

IEEE Transactions on Visualization and Computer Graphics, pp. 1-12, 2017.

Cited by: 154|Bibtex|Views132|DOI:https://doi.org/10.1109/TVCG.2017.2744878
WOS EI
Other Links: pubmed.ncbi.nlm.nih.gov|dblp.uni-trier.de|academic.microsoft.com

Abstract:

We present a design study of the TensorFlow Graph Visualizer, part of the TensorFlow machine intelligence platform. This tool helps users understand complex machine learning architectures by visualizing their underlying dataflow graphs. The tool works by applying a series of graph transformations that enable standard layout techniques to ...More

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