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Random Forests

Ensemble learning: many trees beat one

0% · 0 of 4 steps completed · ~90 min · Classify malware with a forest of decision trees
1
From Tree to Forest
Why a single tree overfits and how bagging fixes it
2
Train a Random Forest
RandomForestClassifier, OOB score, tree vs forest
3
Feature Importance
Stable importance rankings across many trees
4
Tune the Forest
n_estimators sweep, max_features, learning curve