Understanding and Applying XGBoost Regression Trees in R

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Ever wonder if you can score in the top leaderboards of any kaggle competition? Look on further! Check out the XGBoost Regression Model, an ensemble boosting method, known for its powerful robustness. This is an industry grade model that is heavily applied in many industries. Knowing this algorithm can get your foot in the door in many industries containing Data Science!!!

Github link:
https://github.com/SpencerPao/Data_Sc...

Data Set Link:
https://archive.ics.uci.edu/ml/machin...

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Additional Material to check out !

Ensemble Method Boosting:
   • Ensemble Method: Boosting (Hypothesis Boos...  

Ensemble Method Stacking:
   • Ensemble Method: Stacking (Stacked General...  

Ensemble Method Bagging:
   • Ensemble Method: Bagging (Bootstrap aggreg...  

Methods of Sampling:
   • Sampling Data with SMOTE, Tomek Links, and...  
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0:00 - Algorithmic procedure of XGBoost Regression
5:53 - Understanding Data & Applying XGBoost
7:57 - Explaining XGBoost Regression Gridsearch Parameters
10:17 - TrainControl & Final model & Evaluation