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Python code example that demonstrates some of the techniques discussed in this guide: import numpy as np import multiprocessing from functools import lru_cache from numba import jit # Vectorized function using NumPy def vectorized_operation(arr): return np.sqrt(arr) + np.sin(arr) # CPU-bound