The domain of artificial intelligence is rapidly evolving, driven by the massive growth of data. Data science holds a crucial role in this evolution, providing the tools necessary to derive meaningful insights from raw data and drive intelligent applications. A proficient data scientist commands a deep understanding of both mathematical principles