Python Program to multiply 2D array and Scalar using Broadcasting
NumPy: Broadcasting Exercise-12 with Solution
Write a NymPy program that creates a 2D array x of shape (4, 4) and a scalar y. Perform element-wise multiplication of a and b using broadcasting.
Sample Solution:
Python Code:
import numpy as np
# Initialize the 2D array of shape (4, 4)
x = np.array([[1, 2, 3, 4],
[5, 6, 7, 8],
[9, 10, 11, 12],
[13, 14, 15, 16]])
# Initialize the scalar
y = 3
# Perform element-wise multiplication using broadcasting
result_array = x * y
# Display the result
print(result_array)
Output:
[[ 3 6 9 12] [15 18 21 24] [27 30 33 36] [39 42 45 48]]
Explanation:
- Importing numpy: We first import the numpy library for array manipulations.
- Initializing the 2D array: A 2D array of shape (4, 4) is initialized.
- Initializing the scalar: A scalar value is initialized.
- Broadcasting and Multiplication: Element-wise multiplication is performed between the 2D array and the scalar using broadcasting.
- Displaying result: The resulting array is printed out.
Python-Numpy Code Editor:
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