What will be the output shape of this code?

medium📝 Predict Output Q5 of 15

NumPy - Creating Arrays

import numpy as np
arr = np.random.rand(2, 2, 2)

A(2, 2, 2)

B(8,)

C(2, 4)

D(4, 2)

Step-by-Step Solution

Solution:

Step 1: Analyze np.random.rand arguments
Arguments (2, 2, 2) create a 3D array with shape 2x2x2.
Step 2: Confirm output shape
The resulting array shape is exactly (2, 2, 2).
Final Answer:
(2, 2, 2) -> Option A
Quick Check:
Shape matches 3D input args [OK]

Quick Trick: np.random.rand dims = output shape directly [OK]

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