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Deep Learning for Text Processing Workshop at Machine Learning Prague 2018

First, for the 2019 update visit

http://tinyurl.com/mlprague19-slides

which also has links to two colab notebooks with the 2019 edition of this workshop.

Instructions for attendees of NLP workshop:

  • Please come with a working Python installation that includes:
    • Jupyter notebook server
    • Packages: Tensorflow (1.5.0; GPU not required!), Keras (2.1.5), NLTK (3.2.5)
    • Detailed instructions:
      • Linux, MacOSX:
        • create a Python virtual environment by running the following in terminal:
          pip install virtualenv
          virtualenv --system-site-packages pymlprague
          source pymlprague/bin/activate
          pip install tensorflow==1.5.0 keras==2.1.5 nltk==3.2.5 jupyter
      • MacOSX, Windows:
        • If you don’t have Python installed you can download and install Anaconda
        • You can then create a virtual environment with command line:
          conda create -n pymlprague tensorflow=1.5.0 keras=2.1.5 nltk=3.2.5 jupyter
          source activate pymlprague
      • You can find detailed steps for Keras and Tensorflow under the following links, just in case:
    • (Note that we will assume basic familiarity with Python.)
  • Download big data required for the experiments you will be doing:

Tutorials:

  • Movie Reviews Sentiment Classification: IMDB Sentiment.ipynb
  • Capital Letters Recognition: uppercase.ipynb

Presentation Slides:

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NLP Tutorial Workshop at MLPrague 2018

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