Kaggle-Quora-insincere-questions-classification

https://www.kaggle.com/c/quora-insincere-questions-classification

Classification of questions posted in Quora as "Sincere" and "Insincere" questions.

Code

1. Get to know the data -- summarize_word.py

2. Clean data -- clean_csv.py

3. Individual solution

   Model	Code
   Binary Word	bw.py
   Count Word	cw.py
   Statistic + Count Word	heurastic.py
   TF-IDF	tfidf.py
   Keras Embedding	em_keras.py
   Glvoe Embedding	em_glove.py
   Para Embedding	em_para.py
   Wiki Embedding	em_wiki.py
   Google Embedding	em_gg.py

   Run clean_csv.py first, and then run the file listed above.

4. Ensemble solution

   Model	Code
   Max Vote	max_vote.py
   Ave Vote	ave_vote.py
   XG boost	xg_vote.py

   Run clean_csv.py first, and then run the file listed above.

5. Best solution

   Model	Code
   Glove + Para Embedding in the same NN	all_in_one.py

   This can be submitted to kaggle competition directly.

Summary Report

insincere.pdf https://github.com/JialieY/Kaggle-Quora-insincere-questions-classification/blob/master/insincere.pdf