Data Science for Engineers || NPTEL week 4 answers 2023 #nptel #datascience #skumaredu #2023
S Kumar Edu
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Question 1:
Given f(x) = x^3 + 6x^2 - 3x - 5, what are the correct options?
Option A: -2 - √5
Option B: -2 + √5
Option C: -2
Option D: 2 + √5
Question 2 and 3:
Both questions are based on the function f(x) = x^4 + 7x^3 + 5x^2 - 17x + 3.
Question 2: What is the second-order sufficient condition for x* to be the maximizer?
Option A: 12x^2 + 42x + 10 > 0
Option B: 12x^2 - 42x + 10 > 0
Option C: 12x^2 + 42x + 10 < 0
Option D: 12x^2 - 42x + 10 < 0
Question 3: Find the value of x*.
Option A: 1.43
Option B: -1.43
Option C: -0.2
Option D: 0.2
Question 4:
Given f(x) = sin(x) for x in the range [0, 2Ï€]. Which of the following options are correct?
Option A: π/2 is the global maximum
Option B: π/2 is the global minimum
Option C: 3Ï€/2 is the global maximum
Option D: 3Ï€/2 is the global minimum
Question 5 to 8:
These questions are based on the function f(x) defined earlier.
Question 5: Find the gradient for f(x).
Option A: 4x + 4
Option B: 3x^2 + 4x + 3
Option C: 662x + 3
Option D: 6x + 3
Question 6: Find the stationary point for f(x).
Option A: (0.2, -0.6)
Option B: (0.6, -0.2)
Option C: (0.2, -0.6)
Option D: (-0.2, 0.6)
Question 7: Define the Hessian matrix for f(x).
Option A: 3x^2 + 4x + 3
Option B: 4x + 4
Option C: 4, 3
Option D: 3, 6
Question 8: The stationary point obtained in question 6 is a:
Option A: Maximum
Option B: Minimum
Option C: Saddle point
Option D: Inflection point
Question 9:
Given f(x1, x2) = [equation], select the correct options from the following:
Option A