Decision Trees — Study Resources & PYQs
Decision tree classification.
- Estimated study time: 30 minutes
Study resources
- Decision Trees (Article) — Useful study resource that explains key concepts, applications, and examples of Decision Trees in an easy-to-understand manner.
- Decision and Classification Trees, Clearly Explained!!! (Video) — StatQuest's widely-loved, clear explanation of decision trees.
- Decision Trees (Article) — The official scikit-learn documentation for decision tree models.
- StatQuest: Decision Trees (Class Central roundup of StatQuest ML playlist) (Video) — StatQuest: Decision Trees (Class Central roundup of StatQuest ML playlist) — resource aligned with Decision Trees.
- StatQuest: ROC and AUC, Clearly Explained — YouTube (Class Central index) (Video) — StatQuest: ROC and AUC, Clearly Explained — YouTube (Class Central index) — resource aligned with Decision Trees.
Decision Trees previous year questions
- Describe the basic concept of a decision tree in machine learning. How does the algorithm determine the splitting criteria at each node during recursive induct…
- Discuss the issues in decision tree learning and identify how to overcome it.
- Describe in brief : 1) Hypothesis space search in decision tree 2) Inductive bias in decision tree learning
- Give decision trees to represent the following boolean functions: (a) A $\land$ $\sim$B (b) A $\lor$ [B $\land$ C] (c) A XOR B (d) [A $\land$ B] $\lor$ [C $\la…
- Write note on Random Forest Algorithm.
Taught in these subjects
- Fundamentals of Machine Learning — CST3404 · Government College of Engineering and Technology, Jammu
- Data Science — CST-3604 · Government College of Engineering and Technology, Jammu