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Data Science Academy · Lesson

Random Forest for Regression

Ensembles that resist overfitting.

One Tree, Many Trees

A single tree is shaky and overfits. A random forest grows hundreds of trees and blends them into one steadier prediction. 🌲🌲

The Wisdom of the Crowd

Each tree makes its own guess, then the forest averages them. Individual mistakes cancel out, leaving a smoother, more reliable number.

All lessons in this course

  1. Linear Regression Revisited
  2. Ridge and Lasso Regularization
  3. Decision Tree Regression
  4. Random Forest for Regression
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