SimTech Project PN 6-4 "Visual Analytics for Deep Learning"
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11 to 20 of 31 Results
NMTVis - Extended Neural Machine Translation Visualization System
Jan 26, 2022
Munz, Tanja; Väth, Dirk; Kuznecov, Paul; Vu, Ngoc Thang; Weiskopf, Daniel, 2022, "NMTVis - Extended Neural Machine Translation Visualization System", https://doi.org/10.18419/darus-2124, DaRUS, V1
NMTVis is a web-based visual analytics system to analyze, understand, and correct translations generated with neural machine translation. First, a document can be translated using a neural machine translation model (we support an LSTM-based and the Transformer architecture). Afte...
nmtvis_v2.0.zip
Jan 26, 2022 - NMTVis - Extended Neural Machine Translation Visualization System
ZIP Archive - 32.8 MB - MD5: 06b9aac73424ff7ef6e6aede57f1ecaf
Source code of our visual analytics system
Visual Analytics System for Hidden States in Recurrent Neural Networks
Sep 10, 2021
Munz, Tanja; Garcia, Rafael; Weiskopf, Daniel, 2021, "Visual Analytics System for Hidden States in Recurrent Neural Networks", https://doi.org/10.18419/darus-2052, DaRUS, V1
Source code of our visual analytics system for the interpretation of hidden states in recurrent neural networks. This project contains source code for preprocessing data and the visual analytics system. Additionally, we added precomputed data for immediate use in the visual analy...
hiddenStatesVis.zip
Sep 10, 2021 - Visual Analytics System for Hidden States in Recurrent Neural Networks
ZIP Archive - 26.7 MB - MD5: 3d4914ce43619dfa073b0828ead09ee5
Source code of our approach.
NMTVis - Trained Models for our Visual Analytics System
May 26, 2021
Munz, Tanja; Väth, Dirk; Kuznecov, Paul; Vu, Ngoc Thang; Weiskopf, Daniel, 2021, "NMTVis - Trained Models for our Visual Analytics System", https://doi.org/10.18419/darus-1850, DaRUS, V1
Trained models and vocabulary files for the use in our visual analytics system NMTVis. There are models for German to English and vice versa available for an LSTM-based and the Transformer architecture.
seq2seq_de_en_epoch_20.pt
May 26, 2021 - NMTVis - Trained Models for our Visual Analytics System
Unknown - 723.5 MB - MD5: 0f2d89055f312d14b98df9c173b9467d
LSTM model German to English
seq2seq_en_de_epoch_20.pt
May 26, 2021 - NMTVis - Trained Models for our Visual Analytics System
Unknown - 728.0 MB - MD5: 1d5fef7d8aa21f476dfe71da0c2b085c
LSTM model English to German
trafo_de_en_ensemble.pt
May 26, 2021 - NMTVis - Trained Models for our Visual Analytics System
Unknown - 1.1 GB - MD5: 2feb374d7b72d366ff5cf701614d4bca
Transformer model German to English
trafo_en_de_ensemble.pt
May 26, 2021 - NMTVis - Trained Models for our Visual Analytics System
Unknown - 1.1 GB - MD5: ec4ec452ebf1eab06982f4d6c26e3c46
Transformer model English to German
vocab_de-en.pt
May 26, 2021 - NMTVis - Trained Models for our Visual Analytics System
Unknown - 2.2 MB - MD5: fa2f8cfe1f2db3b5bc20cae3f81a4016
Vocabulary file for translation from German to English
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