/Quora-Insincere-Questions-Classification

Kaggle kernels-only competition for text-classification using Quora Questions dataset

Primary LanguageJupyter Notebook

Quora-Insincere-Questions-Classification

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.