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Machine Learning Foundations · End Term · 1 Sept 2024 · May 2024 term · Set QDF3

MLF End Term 1 Sept 2024 — Question 11

Question 11

+2 marksOne or more correct options

Which of the following is/are true about PCA?

Select all that apply.

  1. A

    PCA will transform the original data set onto a lower dimension subspace such that the variance of the project is maximized.

  2. B

    PCA calculates the mean of each data set to determine its significance.

  3. C

    PCA can be used to reduce the dimensionality of the dataset.

  4. D

    PCA will transform the original data set onto a lower dimension subspace such that the reconstruction error is maximized.

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Correct answers

  • A

    PCA will transform the original data set onto a lower dimension subspace such that the variance of the project is maximized.

  • C

    PCA can be used to reduce the dimensionality of the dataset.

Question 11 of 14 in the IIT Madras BS Machine Learning Foundations (MLF) End Term paper sat on 1 Sept 2024, in the May 2024 term (IIT M FOUNDATION DIPLOMA AN EXAM QDF3 01 Sep 2024). It carries 2 marks.

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