ml:visualizing_neural_networks

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ml:visualizing_neural_networks [2021/05/16 09:34] jmflanigml:visualizing_neural_networks [2024/06/28 03:58] (current) – [Visualizing Neural Networks] jmflanig
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   * [[https://arxiv.org/pdf/1506.02078.pdf|Karpathy et al 2015 - Visualizing and Understanding Recurrent Networks]]   * [[https://arxiv.org/pdf/1506.02078.pdf|Karpathy et al 2015 - Visualizing and Understanding Recurrent Networks]]
   * [[https://arxiv.org/pdf/1606.07461.pdf|Strobelt et al 2016 - LSTMVis: A Tool for Visual Analysis of Hidden State Dynamics in Recurrent Neural Networks]] [[http://lstm.seas.harvard.edu/|demo]]   * [[https://arxiv.org/pdf/1606.07461.pdf|Strobelt et al 2016 - LSTMVis: A Tool for Visual Analysis of Hidden State Dynamics in Recurrent Neural Networks]] [[http://lstm.seas.harvard.edu/|demo]]
-  * (Also the Tranformer visualizer demos at ACL 2020)+  * (Also the Transformer visualization demos at ACL 2020) 
 +  * [[https://arxiv.org/pdf/2008.05122.pdf|Tenney et al 2020 - The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Model]] 
 +  * [[https://arxiv.org/pdf/2310.03686|Langedijk et al 2023 - DecoderLens: Layerwise Interpretation of Encoder-Decoder Transformers]] 
 + 
 +===== Software ===== 
 +  * [[https://github.com/jessevig/bertviz|BERTViz]] Zekun used.  Works in Colab. 
 +  * LSTMViz (great) 
 + 
 +===== Related Pages ===== 
 +  * [[nlp:Explainability]] 
 +  * [[nlp:Probing Experiments]]
  
ml/visualizing_neural_networks.1621157650.txt.gz · Last modified: 2023/06/15 07:36 (external edit)

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