/cnn-lstm-network

Tensorflow implementation of embed CNN-LSTM network for sentiment analysis task.

Primary LanguageJupyter Notebook

CNN-LSTM neural network for Sentiment analysis

This is the tensorflow version of embed neural networks (CNN to LSTM) for sentiment analysis.

Dataset

You can find dataset included inside this repo. 'training.csv'

Install

    Supported Python version

         - Python version used in this project: 3.5+

    Libraries used

Code

The implementation of the network, preprocessing and helper functions are all inside the same file, so you can run everything at once. The file you need to run is: CNN_LSTM_embeded.ipynb

Run

To run this project you will need some software, like Anaconda, which provides support for running .ipynb files (Jupyter Notebook).

After making sure you have that, you can run from a terminal or cmd next lines:

ipython notebook CNN_LSTM_embeded.ipynb

License

MIT License

Copyright (c) 2017 Luka Anicin

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.