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Probability and statistics
Regression

Linear regression and correlation

  1. Estimating the line of best fit
  2. Correlation and Causality
  3. Squared Error of Regression Line
  4. Proof (Part 1) Minimizing Squared Error to Regression Line
  5. Proof Part 2 Minimizing Squared Error to Line
  6. Proof (Part 3) Minimizing Squared Error to Regression Line
  7. Proof (Part 4) Minimizing Squared Error to Regression Line
  8. Regression Line Example
  9. Second Regression Example
  10. R-Squared or Coefficient of Determination
  11. Calculating R-Squared
  12. Covariance and the Regression Line

Estimating the line of best fit Given a random assortment of points, find the best fit line for them.

 
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