Data Science with Generative AI: Foundations and Applications
Introduction Data Science has evolved significantly over the past decade, moving from descriptive analytics to predictive and prescriptive intelligence. The emergence of Generative Artificial Intelligence (Generative AI) represents the next major transformation in this field. By enabling machines to create new data, content, and insights rather than merely analyzing existing information, Generative AI is redefining how data scientists approach problem-solving, automation, and decision-making. This article explores the foundational concepts of Data Science and Generative AI, and examines how their integration is shaping modern analytical applications across industries. Foundations of Data Science Data Science is an interdisciplinary discipline that combines statistics, mathematics, computer science, and domain expertise to extract meaningful insights from data. Core components include: Data Collection and Preparation : Acquiring structured and unstructured data, followed by...