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Linear Classification

This project involves a comparison and analysis of classic methods of linear classification:

  • Logistic Regression (LR)
  • Support Vector Machines (SVM)

across various parameters. Also implemented are:

  • probability calibration for linear classifiers
  • different methods for processing categorical data
  • feature selection in the model
  • assessment of the economic impact of the model depending on various hyperparameters