Explain the roles of NumPy, Pandas, and Scikit-learn in a typical machine learning workflow. How do they complement each other?

Sample answer preview

In a typical machine learning workflow, NumPy, Pandas, and Scikit-learn each play distinct but complementary roles. Understanding how they work together is essential for building effective ML pipelines. NumPy serves as the foundation layer.