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Invidious > Channel > Victor Lavrenko

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YT 4 minutes 23 seconds Victor Lavrenko IAML7.1 Decision Trees: an introduction YT 5 minutes 26 seconds Victor Lavrenko IAML7.2 Decision tree example YT 3 minutes 33 seconds Victor Lavrenko IAML7.3 Quinlan's ID3 algorithm

YT 4 minutes 3 seconds Victor Lavrenko IAML7.4 Decision tree: split purity YT 5 minutes 17 seconds Victor Lavrenko IAML7.5 Decision tree entropy YT 9 minutes 1 second Victor Lavrenko IAML7.6 Information gain

YT 4 minutes 8 seconds Victor Lavrenko IAML7.7 Overfitting in decision trees YT 6 minutes 28 seconds Victor Lavrenko IAML7.8 Decision tree pruning YT 3 minutes 19 seconds Victor Lavrenko IAML7.9 Information gain ratio

YT 1 minute 49 seconds Victor Lavrenko IAML7.10 Decision trees are DNF formulas YT 3 minutes 12 seconds Victor Lavrenko IAML7.11 Decision trees and real-valued data YT 4 minutes Victor Lavrenko IAML7.12 Decision tree regression

YT 3 minutes 43 seconds Victor Lavrenko IAML7.13 Pros and cons of decision trees YT 2 minutes 14 seconds Victor Lavrenko IAML7.14 Random forest algorithm YT 46 seconds Victor Lavrenko IAML7.15 Summary