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Sentiment analysis Convolutional Neural Network with Keras Functional API on IMDb dataset using GloVe pretrained word embeddings

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Sentiment Analysis Convolutional Neural Network

  • Code is run on CPU;

  • Implemented in Jupyter Notebook (Python 3.6);

  • NLP Classification problem;

  • 1D ConvNet model;

  • Keras Functional API;

  • Code is based on the fast.ai MOOC, but used IMDb Keras dataset directly and has own prediction function to print out results:

    • GloVe pretrained word embeddings;
    • Accuracy (on test set): 0.8937.

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Sentiment analysis Convolutional Neural Network with Keras Functional API on IMDb dataset using GloVe pretrained word embeddings

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