When initializing Numpy arrays, preallocating memory is a best practice promising efficiency and speed. By specifying the size of the array beforehand using methods like np.zeros(), ...

You can initialize numpy arrays from Python lists and access elements using square brackets. For example, import numpy as np; data = np.array([1, 2, 3]) creates a one-dimensional array from a list.