Normalizing vectors is crucial in data science and AI, and np.linalg.norm makes the process seamless. By computing magnitudes, it helps in scaling vectors to unit length, supporting algorithms like cosine similarity, clustering, and regression analysis. https://docs.vultr.com/python/third-party/numpy/linalg/norm