/wine-quality-predictor

Predicting them wines.

Primary LanguagePythonMIT LicenseMIT

wine-quality-predictor

Predicting them wines.

Contents of the repository:

  • wine_automl.py: script for running the auto-sklearn analysis
  • wine_linreg.py: script for running the linear regression analysis
  • winequality-white.csv: the dataset
  • winequality.names: information about the dataset
  • automl.log: log file of the auto-sklearn run (with preprocessing)
  • automl_no_pp.log: log file of the auto-sklearn run (without preprocessing)
  • visualize_automl_pipes.py: visualizer for different analysis methods tried by auto-sklearn
  • parse_automl_logs.py: parser for auto-sklearn logs
  • conf_matrix.py: visualizer for the confusion matrices
  • wine_data.py: preliminary analysis of the dataset (distributions and collinearity)
  • automl_results.py: visualize the results of the auto-sklearn analysis