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kaggle_toxic

link: https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge

get muse fasttext word embedding from https://github.com/facebookresearch/MUSE

get glove embedding from https://nlp.stanford.edu/projects/glove/

get crawl fasttext word embeding from https://www.kaggle.com/yekenot/pooled-gru-fasttext/data

stacking

  • train base NN models

  • train base lr, mnb and other models

  • combine with other features, use xgb or lgb to ensemble (10 fold, pub score 9871, pri score 9868)

  • blend with other results (pub score 9873, pri score 9869, final rank 99/45xx, top 3%, toxic小分队)