This workshop aims to provide participants with a comprehensive understanding of the key concepts that underpin modern computational methods and data-driven technologies. It focuses on building strong foundational knowledge by connecting mathematical principles with practical applications, enabling participants to interpret and analyze real-world problems effectively. The workshop emphasizes the importance of data, model behavior, and efficient representation techniques in extracting meaningful insights. By integrating theory with application-oriented perspectives, it helps participants develop analytical thinking and problem-solving skills, preparing them to explore advanced topics and apply computational techniques across diverse domains.