Understanding ln in Python helps streamline data manipulation and scientific computations. Whether using NumPy’s np.log() for arrays or Python’s math.log() for individual values, it’s key for solving problems involving exponential growth, decay, and normalization. https://docs.vultr.com/python/third-party/numpy/log