Learn foundational concepts in machine learning through this comprehensive first lecture of a university-level data science course. Explore key introductory topics and frameworks that form the basis for understanding machine learning algorithms, methodologies, and applications. Gain insights into the fundamental principles that drive modern data science approaches while establishing a strong theoretical foundation for more advanced concepts.