The IPython Notebook Quora_text_classification.ipynb in this repository was ranked 976(of 4037) in Private Leaderboard of Kaggle's kernel-only competition quora-insincere-questions-classification
It explains, in detail,
- the type of dataset and preprocessing
- use of word embeddings given in the competition
- neural network using biLSTMs
- use of stratified k-fold cross validation process
- evaluation using F1-score
Entire implementation is done on PyTorch.