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"Data Science Odyssey: Exploring the Power of Analytics" is a thoughtfully curated collection of research and insights from leading academicians and practitioners in the field of data science. This book takes readers on a comprehensive journey through key concepts such as linear algebra, statistics, topological data analysis, artificial intelligence, and machine learning, highlighting their vital role in solving real-world problems. Covering a wide range of applications — from supply chain management and healthcare to sentiment analysis and 5G networks — the book demonstrates how data-driven approaches are reshaping industries and decision-making processes. With a strong emphasis on mathematical foundations and practical implementations, this volume serves as a valuable resource for students, researchers, and professionals seeking to harness the power of analytics in their respective fields.