XGBoost Part 1 - Regression

XGBoost Part 1 - Regression

StatQuest with Josh Starmer via YouTube Direct link

Awesome song and introduction

1 of 12

1 of 12

Awesome song and introduction

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XGBoost Part 1 - Regression

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  1. 1 Awesome song and introduction
  2. 2 The initial prediction
  3. 3 Building an XGBoost Tree for regression
  4. 4 Calculating Similarity Scores
  5. 5 Calculating Gain to evaluate different thresholds
  6. 6 Pruning an XGBoost Tree
  7. 7 Building an XGBoost Tree with regularization
  8. 8 Calculating output values for an XGBoost Tree
  9. 9 Making predictions with XGBoost
  10. 10 Summary of concepts and main ideas
  11. 11 I say "66", but I meant to say "62.48". However, either way, the conclusion is the same.
  12. 12 In the original XGBoost documents they use the epsilon symbol to refer to the learning rate, but in the actual implementation, this is controlled via the "eta" parameter. So, I guess to be consisten…

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