Thursday, June 6, 2019

Machine learning models sensitive to feature scale


Machine learning models sensitive to feature scale

  • Linear and Logistic Regression
  • Neural Networks
  • SVM
  • KNN
  • K-means clustering
  • Linear Discriminant Analysis (LDA)
  • Principal Component Analysis (PCA)

Tree based ML models insensitive to feature scale


  • Classification and Regression Trees
  • Random Forests
  • Gradient Boosted Trees

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