Consider the following Learning algorithms. A. Logistic regression. B. Back…

2022

Consider the following Learning algorithms.

A. Logistic regression.

B. Back propagation.

C. Linear regression.

D. Forward propagation.

Which of the following options represents classification algorithm?

Choose the correct answer from the options given below:

  1. A.

    A & C only

  2. B.

    B & D only

  3. C.

    A & B only

  4. D.

    C & D only

Attempted by 60 students.

Show answer & explanation

Correct answer: C

Correct classification algorithm: Logistic regression (only)

Explanation:

  • Logistic regression is a classification algorithm used to predict discrete class labels (binary or multi-class with extensions).

  • Linear regression is for predicting continuous numerical values (regression), not classification.

  • Back propagation is an algorithm for training neural networks (it adjusts weights). It is not itself a classification algorithm, though networks trained with backprop can perform classification.

  • Forward propagation is the process of computing outputs from inputs in a neural network (inference), not a classification algorithm by itself.

Conclusion: None of the provided multiple-choice options correctly lists only the classification algorithm. The correct answer should be "Logistic regression only." Update the choices to include this single correct option.

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