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naacl16-demo

Data, classifiers, and notebooks for the LIME demonstration at NAACL 2016

Clone the repo and copy data

git clone git@github.com:UW-MODE/naacl16-demo.git
cd naacl16-demo

Download the models and copy models.tar.gz to naacl-demo

###Optional: start a virtualenv

virtualenv ENV
source ENV/bin/activate

Install and unpack stuff:

pip install lasagne lime flask theano 
tar xvzf models.tar.gz

Run the first demo (explanation, compare models):

python server.py

Run the second demo (feature engineering)

cd cleaning
python server.py

How we trained the models / data / etc

  • getting embeddings:ver Getting word2vec stuff notebook

  • Download the data from here

  • Unpack the data: tar xvzf datasets.tar.gz

  • Run the following

      python learn_models.py                                                                    
      python run_submodular.py
      cd cleaning
      python generage_json.py
    

~

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Data, classifiers, and notebooks for the LIME demonstration at NAACL 2016

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