Classification And Regression Trees In Machine Learning
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Http//wwwcsubcca/~nando/5402013/lectureshtml course taught in 2013 at ubc by nando de freitas.
This is a quick video that shows how to make classification and regression trees in r. The importance of decision trees and practical application classification regression (cart). A playlist of these machine learning videos is available here.
Regression trees are one of the fundamental machine learning techniques that more complicated methods, like gradient boost, based on. First describe the hypothesis space decision trees, and discuss some complexity measur. Decision trees for classification.
This video walks you through cost complexity. Watch this video to learn dec. Gini index in cart entropy pruning cost complexity classification and regression trees.
Statgraphics 18 contains a procedure for building classification and regression trees, machine learning method making predictions from data. Basic intro to decision trees for classification using the cart approach. We begin our discussion of nonlinear models with tree models.
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