Ensemble Method: Boosting (Hypothesis Boosting)

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Ever wonder what boosting is and how it is used in the machine learning world? Look no further! This is a comprehensive guide on what boosting is and how it is used. This is done with a complete example in R with Gradient Boosting Machines (GBM).

This is an in-depth explanation as to what the ensemble method: bagging is...
   • Ensemble Method: Bagging (Bootstrap aggreg...  

Check out what stacking is (another ensemble method)
   • Ensemble Method: Stacking (Stacked General...  

Check out what Bagging is! (yet another ensemble method)
   • Ensemble Method: Bagging (Bootstrap aggreg...  

Forgot what Cross validation is?
   • Cross Validation Theory  

UC github (Helpful additional explaination on LIME interpreter + More)
uc-r.github.io/gbm_regression#gbm

0:00 - What is Boosting (Hypothesis boosting)?
3:17 - How do you train using boosting?
4:48 - How do you test using boosting?
5:26 - Demo on applying a Boosting model (GBM)
8:26 - Interpreting Model results with default packages
11:17 - LIME interpret