Introductory course to Mathematical aspects of Signal Processing, Network Theory, and Machine Learning. It showcases how different areas of Mathematics (including, but not limited to: Linear Algebra, Probability, Number Theory, Statistics, Combinatorics) interact and find applications in Data Science and related fields.