Overview
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Dive into a comprehensive exploration of Classification and Regression Trees (CART) through a series of in-depth video tutorials. Learn the fundamentals of decision and classification trees, including feature selection and handling missing data. Explore regression trees and master the art of pruning for optimal performance. Gain practical experience by implementing decision trees in Python from start to finish, equipping yourself with valuable skills in data analysis and machine learning.
Syllabus
Decision and Classification Trees, Clearly Explained!!!.
StatQuest: Decision Trees, Part 2 - Feature Selection and Missing Data.
Regression Trees, Clearly Explained!!!.
How to Prune Regression Trees, Clearly Explained!!!.
Decision Trees in Python from Start to Finish.
Taught by
StatQuest with Josh Starmer