# NumPy Memory Layout Exercises, Practice, Explanation, Solution

## NumPy Memory Layout Exercises [ 19 exercises with solution]

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1. Write NumPy program to create a 3D array of shape (2, 3, 4) and print its strides.
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2. Write a NumPy program that reshapes a 1D array of 12 elements into a 2D array of shape (3, 4) and print its strides.
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3. Write a NumPy program to create a 2D array of shape (4, 4), then use ravel() to flatten it and print the result.
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4. Write a NumPy program to create a 3D array of shape (3, 3, 3), then reshape it into a 1D array using ravel() and finally print the result.
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5. Write a NumPy program to create a 2D array of shape (5, 5) and change its strides to view every other element in the first dimension.
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6. Write a NumPy program that creates a 1D array of 16 elements, reshape it to (4, 4), then change its shape to (2, 8) without changing the underlying data.
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7. Write a NumPy program that creates a 2D array of shape (6, 2) and use reshape() to change it into a 3D array of shape (2, 3, 2). Print the new array.
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8.Write a NumPy program that creates a 3D array of shape (2, 4, 4) and print the strides. Then, flatten it with ravel(order='F') and print the flattened array.
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9. Write a NumPy program that creates a 1D array of 9 elements and reshape it into a 3x3 matrix. Modify the matrix and observe the changes in the original array.
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10. Write a NumPy program that creates a 2D array of shape (3, 3), change its memory layout to 'C' order using ascontiguousarray(), and print the array and its strides.
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11. Write a NumPy program that creates a 2D array of shape (3, 3), change its memory layout to 'F' order using asfortranarray(), and print the array and its strides.
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12. Write a NumPy program that creates a 2D array of shape (5, 5) and use ravel() to get a flattened array. Then use reshape() to convert it back to its original shape and print both arrays.
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13. Write a NumPy program that creates a 3D array of shape (2, 3, 3) and use swapaxes() to swap the first and third axes. Print the original and modified arrays.
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14. Write a NumPy program that creates a 2D array of shape (4, 5) and use flatten(order='C') and flatten(order='F'). Print both flattened arrays.
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15. Write a NumPy program that creates a 2D array of shape (3, 3), make a transposed view using .T, and print the strides of both the original and transposed arrays.
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16. Write a NumPy program that creates a 1D array of 15 elements, reshape it into a (3, 5) matrix, then slice a sub-array from it and print the sub-array and its strides.
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17. Write a NumPy program that creates a 4D array of shape (2, 2, 3, 3), reshape it into a 2D array, and then reshape it back to the original shape. Print all the intermediate arrays.
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18. Write a NumPy program that creates a 2D array of shape (4, 6), then reshape it into a 3D array of shape (2, 2, 6). Print the original and reshaped arrays.
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19. Write a NumPy program that creates a 1D array of 20 elements and use reshape() to create a (4, 5) matrix. Slice a (2, 3) sub-matrix and print its strides.
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