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The Gradient Boosted Algorithm Explained!

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In the gradient-boosted trees algorithm, we iterate the following:
- We train a tree on the errors made at the previous iteration
- We add the tree to the ensemble, and we predict with the new model
- We compute the errors made for this iteration.
- We train a tree on the errors made at the previous iteration
- We add the tree to the ensemble, and we predict with the new model
- We compute the errors made for this iteration.
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