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WineReviews

WineReviews Kaggle challenge solutions

Procedure

  • Create Data folder inside WineReviews repository and upload winemag-data-130k-v2.csv and winemag-data_first150k.csv datasets from https://www.kaggle.com/zynicide/wine-reviews
  • Run Data exploration nootebok for data mining and feature engineering step
  • Run TF-IDFEstimators nootebook to evaluate results for TF-IDF features, RandomForrestRegressor and GradientBoostingRegressor models, output is mean absolute error and r2_score comparison between given models
  • Run ANNComparison nootebook to evaluate results for sequence embeddings, two different ANN models, output is mean absolute error and r2_score comparison between given models

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