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Supervised Learning Methods Applied to Heart Failure Clinical Records

Dataset used in this analysis consists of medical records of 299 heart failure patients of Faisalabad Institute of Cardiology and the Allied Hospital in Faisalabad (Pakistan), during April–December 2015.
Dataset was taken from https://archive.ics.uci.edu/ml/datasets/Heart+failure+clinical+records.

  • Exploratoy Data Analysis
  • Logistic Regression
  • Penalized Logistic Regression (LASSO)
  • Linear Discriminant Analysis
  • Decision Trees
  • Bagging
  • Random Forest


image of lr