kaggle

kaggle projects

Name	url	Repo name
imdb-dataset-of-50k-movie-reviews	https://www.kaggle.com/lakshmi25npathi/imdb-dataset-of-50k-movie-reviews	Deep_IMDB
Jigsaw Multilingual Toxic Comment Classification	https://www.kaggle.com/c/jigsaw-multilingual-toxic-comment-classification	Multilingual_Toxic_Comment_Classification
iMaterialist (Fashion) 2020 at FGVC7	https://www.kaggle.com/c/imaterialist-fashion-2020-fgvc7	imaterialist_fashion_2020
Tweet Sentiment Extraction	https://www.kaggle.com/c/tweet-sentiment-extraction	Tweet_Sentiment_Extraction
Reddit selfposts classification	https://www.kaggle.com/mswarbrickjones/reddit-selfposts	Reddit_selfposts_classification
Contradictory, My Dear Watson	https://www.kaggle.com/c/contradictory-my-dear-watson	Contradictory_classification
google-quest-challenge	https://www.kaggle.com/c/google-quest-challenge	google_quest_challenge

utils description

• setup.py
  • set_TPU: config TPU for tensorflow
  • methdispatch: Adjustment of @singledispatchmethod usage to a python version lower than 3.8.
• text.py
  • clean_text: Clean the text
  • create_tfds_dataset: create tfds dataset
  • textAugmentation: perform text augmentation
    • get_most_similar: get most similar words
    • get_MLM: return mask language model output (for example 'This is cool' -> 'This is pretty cool')
    • get_synonym: return the synonym of a word
    • get_translation: translate text using google API
• text_models.py
  • BertInputs: create a BERT inputs
  • XLNetInputs: create a XLNet inputs and build a model
• vision.py
  • refine_masks: refine the mask to avoid overlapping
  • resize_image: resize the image by the config settigs

apps description

• Text augmentation app
  • Most Similar Words
  • Synonyms
  • Translation
  • Mask Word Prediction