Polynomial Regression and Splines

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Overview

Content from ISL Chapter study notes. Details coming soon.

Key Concepts

  • Polynomial Regression
  • Step Functions
  • Basis Functions
  • Regression Splines
  • Natural Splines
  • Smoothing Splines
  • Choosing the Number of Knots

References

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

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