From 8e62635725ce217fd42e58c4566f2b5e050716bd Mon Sep 17 00:00:00 2001 From: ben-jaynes <1btjaynes@gmail.com> Date: Sun, 24 May 2026 10:44:32 -0700 Subject: [PATCH] vault backup: 2026-05-24 10:44:32 --- .../Class 5-21 (Ensemble Models).md | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/Running Start/CSB320 - Machine Learning Concepts/Class 5-21 (Ensemble Models).md b/Running Start/CSB320 - Machine Learning Concepts/Class 5-21 (Ensemble Models).md index 29095f8..0060aae 100644 --- a/Running Start/CSB320 - Machine Learning Concepts/Class 5-21 (Ensemble Models).md +++ b/Running Start/CSB320 - Machine Learning Concepts/Class 5-21 (Ensemble Models).md @@ -52,4 +52,8 @@ bootstrap_samples = [ - ![[GradientDescent.excalidraw]] ## Zybooks notes -- \ No newline at end of file +- Boosting + - decision stumps are used (decision trees with 1 layer) + - an initial model is fit to the data, it will get many things wrong since it is a weak learner + - Then, incorrectly predicted instances are weighted higher than correct ones and a new model is trained with this + - This keeps happening and final predictions are made by going back and doing a weighted aggregation of all previous models to create a complex decision boundary from the decision stumps \ No newline at end of file