![How does the random forest model work? How is it different from bagging and boosting in ensemble models? How does the random forest model work? How is it different from bagging and boosting in ensemble models?](https://sebastianraschka.com/images/faq/bagging-boosting-rf/bagging-regions.png)
How does the random forest model work? How is it different from bagging and boosting in ensemble models?
![Ensemble Methods/ Techniques in Machine Learning, Bagging, Boosting, Random Forest, GBDT, XG Boost, Stacking, Light GBM, CatBoost | Analytics Vidhya Ensemble Methods/ Techniques in Machine Learning, Bagging, Boosting, Random Forest, GBDT, XG Boost, Stacking, Light GBM, CatBoost | Analytics Vidhya](https://miro.medium.com/v2/resize:fit:773/1*Bic1BVl02k2evh0MmebhIQ.png)
Ensemble Methods/ Techniques in Machine Learning, Bagging, Boosting, Random Forest, GBDT, XG Boost, Stacking, Light GBM, CatBoost | Analytics Vidhya
![Bagging/random forest example (left), boosting/XG-boost example (right) | Download Scientific Diagram Bagging/random forest example (left), boosting/XG-boost example (right) | Download Scientific Diagram](https://www.researchgate.net/publication/346054329/figure/fig13/AS:960248462446594@1605952482266/Bagging-random-forest-example-left-boosting-XG-boost-example-right.png)