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Decision Trees

Tree-based models and feature importance

0% · 0 of 4 steps completed · ~90 min · Classify network traffic with interpretable rules
1
How Trees Make Decisions
If/else rules, Gini impurity, information gain
2
Train and Read the Tree
Visualise the tree and extract learned rules
3
Feature Importance
Which features drive predictions?
4
Depth and Overfitting
Finding the sweet-spot between too simple and too complex