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Learning with Trees — past-year questions

Machine Learning (CSC701) · Semester 7 · Module 2 · Comps

6 past-year questions on Learning with Trees have appeared in Mumbai University CSC701 papers between 2024–2026, 6 times in total. Every question is shown in full below with its marks and repeat count. Model answers require a free account.

Questions asked on Learning with Trees

  1. 1.

    Describe Decision Trees. Explain how trees are constructed using Gini Index along with an example.

    10M1× seenlast asked 2026
  2. 2.

    Demonstrate CART method along with an example.

    10M1× seenlast asked 2025
  3. 3.

    Explain the concepts of entropy and Gini.

    5M1× seenlast asked 2025
  4. 4.

    Explain Gini index along with an example.

    5M1× seenlast asked 2024
  5. 5.

    Consider the dataset given below with 3 features Color, Wig, Num. Ears and one output variable Emotion. Color: G, G, G, B, B, R, R, R, R Wig: Y, N, N, N, N, N, N, N, Y Num. Ears: 2, 2, 2, 2, 1, 2, 2, 2, 3 Emotion: S, S, S, S, H, H, H, H, H i) Find root node of decision tree using GINI index. ii) Explain techniques that can be used to handle over fitting in decision trees.

    10M1× seenlast asked 2024
  6. 6.

    Suppose we want Gini index to decide whether the car will be stolen or not. The target classification is "car is stolen?" which can be Yes or No, create a decision tree for the given data below. Car no | Colour | Type | Origin | Stolen? 1 | Red | Sports | Domestic | Yes 2 | Red | Sports | Domestic | No 3 | Red | Sports | Domestic | Yes 4 | Yellow | Sports | Domestic | No 5 | Yellow | Sports | Imported | Yes 6 | Yellow | SUV | Imported | No 7 | Yellow | SUV | Imported | Yes 8 | Yellow | SUV | Domestic | No 9 | Red | SUV | Imported | No 10 | Red | Sports | Imported | Yes

    10M1× seenlast asked 2024

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