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What will be the output of the following code?

medium📝 Predict Output Q5 of 15
SciPy - Linear Algebra (scipy.linalg)
What will be the output of the following code?
import numpy as np
from scipy.linalg import qr
A = np.array([[2, 1], [1, 3]])
Q, R = qr(A)
print(np.round(R, 2))
A[[ -2.24 -1.34] [ 0.00 -2.23]]
B[[ 2.24 2.24] [ 0.00 2.24]]
C[[ 2.24 1.34] [ 0.00 -2.23]]
D[[ 2.24 -1.34] [ 0.00 2.23]]
Step-by-Step Solution
Solution:
  1. Step 1: Compute QR decomposition of matrix A

    Matrix A is [[2,1],[1,3]]. QR decomposition yields Q and upper triangular R.
  2. Step 2: Calculate R and round values

    R is upper triangular with positive diagonal entries. Rounded R is [[2.24, -1.34],[0.00, 2.23]].
  3. Final Answer:

    [[ 2.24 -1.34] [ 0.00 2.23]] -> Option D
  4. Quick Check:

    R matrix output matches [[ 2.24 -1.34] [ 0.00 2.23]] [OK]
Quick Trick: R is upper triangular with positive diagonal [OK]
Common Mistakes:
MISTAKES
  • Confusing signs of R elements
  • Mixing Q and R outputs
  • Not rounding correctly

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