The np.zeros() function is used to create arrays filled with zeros. You provide the shape as a tuple, like (3,2), which means 3 rows and 2 columns. The function allocates memory for this array and fills every element with zero (0.0 by default). After creation, you get a NumPy array full of zeros that you can use in your calculations. This is helpful when you want a clean starting array. The example code creates a 3 by 2 zero array and prints it. The execution steps show calling np.zeros, allocating the array, filling zeros, and returning the array. Variables like 'arr' hold the zero-filled array after the call.