├── LICENSE ├── README.md ├── astsepanenka ├── blending.py ├── callbacks.py ├── cnn_models.py ├── keras_metrics.py ├── selector.py ├── vdcnn.py └── vdcnn_layers.py ├── sergeif ├── Blender with cheng 0.ipynb ├── Blender with cheng 9.ipynb ├── Blender.ipynb ├── Stacker_lvl1.ipynb ├── bigru_focal_loss.py ├── blender_nm9.py ├── char_rnn_folds.py └── cnn_v5_folds.py └── skolbachev ├── .gitignore ├── TODO.md ├── bpe_notebook.ipynb ├── extend_augment_notebook.ipynb ├── local_utils.py ├── stacking.ipynb ├── toxic ├── .~__init__.py ├── __init__.py ├── attentions.py ├── callbacks.py ├── losses.py ├── metrics.py ├── models.py ├── text_analyzer.py ├── tokenizers │ ├── deepmoji_tokenizer.py │ ├── glove_twitter_tokenizer.py │ ├── nltk_tokenizers.py │ └── spacy_tokenizers.py └── utils │ ├── data_utils.py │ ├── evaluation_utils.py │ ├── post_processing_utils.py │ └── sampling_utils.py ├── train_kfold_emb_models.py └── word_notebook.ipynb /LICENSE: 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