XGBoost stands for Extreme Gradient Boosting, which is a bit more simple than it sounds. We're working with baseball data, so let's see an example of that: For example; if the tree knows that voting "yes" when a batter faces a debut pitcher leads to higher residuals, it will factor that into the next tree. Well, What's The Extreme Part? From Model to Profit To interpret this, it is essentially saying that the realized label (what actually happens), tends to be about 0. 71 points away from the prediction. So, if the model estimates a player to get 2 hits, on average the real number will be 1 hit or 3 hits (+/- 0.
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