While Scipy is not a machine learning library, it complements machine learning frameworks such as scikit-learn. Scipy provides essential functionalities like matrix operations, optimization algorithms, and statistical tests that are often required in machine learning workflows. This makes it a crucial component in developing and fine-tuning predictive models.