13.3.2 Decision Trees & Random Forest Feature Importance (L13: Feature Selection)
Sebastian's books: https://sebastianraschka.com/books/ This video explains how decision trees training can be regarded as an embedded method for feature selection. Then, we will also look at random forest feature importance and go over two different ways it's computed: (a) impurity-based and (b) permutation-based. Slide link: https://sebastianraschka.com/pdf/lect... Code link: https://github.com/rasbt/stat451-mach... ------- This video is part of my Introduction of Machine Learning course. Next video: • 13.4.1 Recursive Feature Elimination (L13:... The complete playlist: • Intro to Machine Learning and Statistical ... A handy overview page with links to the materials: https://sebastianraschka.com/blog/202... ------- If you want to be notified about future videos, please consider subscribing to my channel: / sebastianraschka
13.4.1 Recursive Feature Elimination (L13: Feature Selection)
Decision and Classification Trees, Clearly Explained!!!
13.4.3 Feature Permutation Importance Code Examples (L13: Feature Selection)
Lecture 9 - Decision Trees and Ensemble Methods | Stanford CS229: Machine Learning (Autumn 2018)
13.3.1 L1-regularized Logistic Regression as Embedded Feature Selection (L13: Feature Selection)
I2ML - 07 Random Forest - 04 Feature Importance
Random forest explained and built from scratch
13.4.2 Feature Permutation Importance (L13: Feature Selection)
Understanding Decision Trees using Python (scikit-learn)
StatQuest: Random Forests Part 1 - Building, Using and Evaluating
Decision trees - A friendly introduction
Feature selection in machine learning | Full course
Random Forest Algorithm - Random Forest Explained | Random Forest in Machine Learning | Simplilearn
Uninterrupted Deep Work Mix ~ Immersive Productivity Soundscape ~ Neural Focus Study Music
13.4.4 Sequential Feature Selection (L13: Feature Selection)
Regression Trees, Clearly Explained!!!
Inside Anthropic, the $965 Billion AI Juggernaut | The Circuit
Feature Selection in Machine Learning: Easy Explanation for Data Science Interviews
Random Forest Explained | Random Forest Algorithm in Machine Learning | Data Science | Intellipaat
