Ensemble Learning

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Overview

Content from ISL Chapter study notes. Details coming soon.

Key Concepts

  • Boosting (AdaBoost, Gradient Boosting)
  • Weak Learners to Strong Learners
  • Shrinkage and Learning Rate
  • Number of Trees and Overfitting
  • Comparison of Ensemble Methods

References

  • James, G., Witten, D., Hastie, T., & Tibshirani, R. (2021). An Introduction to Statistical Learning (2nd ed.). Springer.

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