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Find the Best Resources to Learn about Boosting Machine Learning Algorithms
2 min readJun 18, 2019
Recommended Online Resources to Learn About Bagging and Boosting Algorithms
Beginners
- Making Data Science Accessible: Tree methods, post on LinkedIn
- Gradient Boosting explanation in Wikipedia
- Random Forests website by Leo Breiman and Adele Cutler
- Trevor Hastie’s Gradient Boosting Machine talk on YouTube
- Introduction to Statistical Learning, book by Hastie, Tibshirani and others
- Elements of Statistical Learning, introductory book by Hastie, Tibshirani and Friedman
- ADVANCED: Classification and Regression Trees by Leo Breiman
Recommended Scientific Articles to Learn About Bagging and Boosting
Advanced
- Bagging Predictors, Breiman, Machine Learning, 1996
- Random Forest, Breiman, Machine Learning, 2001
- Strength of Weak Learnability, Robert Schapire, Machine learning, 1991.
- Boosting the Margins, Schapire and others, Annals Statistics, 1998.
- Stochastic Gradient…
