raul1968 / Quora-Competetion-Using-CapsNet

Demonstration on usage of GRU, CapsNet for NLP classification problems.

Quora insincere question classification challenge kaggle using capsnet and different embeddings.

Overview

This kernel shows the following:

• Usage of bi-directional GRU networks.
• Mechanism for re-sampling of data, as their is a huge imbalance in the number of classes.
• Usage of CapsNet.
• Usage of different embeddings, and how they can be combined together to provide better results.

Usage

• Download the dataset from kaggle and place them in the same directory as the notebook.
• Specify the path of embeddings in the EMBEDDINGS_FILES list.

Dependencies

• Keras/ Tensorflow
• sklearn
• Pandas
• Numpy