Question: Topic: Naive Bayes Machine Learning (ML) - Bayesian Classification Given the following table below: Cust. ID Gender Car Type Shirt Size Class 1 M Family

Topic: Naive Bayes Machine Learning (ML) - Bayesian Classification

Given the following table below:

Cust. ID Gender Car Type Shirt Size Class

1 M Family Small CO

2 M Sports Medium CO

3 M Sports Medium CO

4 M Sports Large CO

5 M Sports Extra Large CO

6 M Sports Extra Large CO

7 F Sports Small CO

8 F Sports Small CO

9 F Sports Medium CO

10 F Luxury Large CO

11 M Family Large C1

12 M Family Extra Large C1

13 M Family Medium C1

14 M Luxury Extra Large C1

15 F Luxury Small C1

16 F Luxury Small C1

17 F Luxury Medium C1

18 F Luxury Medium C1

19 F Luxury Medium C1

20 F Luxury Large C1

a) What is the value of each of the following probabilities?

- P(Gender=M | Class=C0)

- P(Gender=F | Class=C1)

- P(Car Type=Family | Class=C0)

- P(Car Type=Family | Class=C1)

- P(Shirt Size=Medium | Class=C0)

- P(Shirt Size=Medium | Class=C1)

b) Use Naive Bayes Classifier to find the class of P(Gender=F | Car Type=Family| Shirt Size=Medium)

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