Yonsei University

This course covers foundational concepts of machine learning for beginners with limited programming experience. Students use elementary machine learning algorithms with programming languages, such as Python to solve real-life problems with data sets. In addition, this course develops the mathematical basis for students to understand how basic machine learning techniques such as singular-value decomposition, principal component analysis, and linear least squares for linear regression work.

The course is to introduces the basic concepts of Homological Algebra including modules, diagrams, functors, homology of complexes, tensor products, group homology, and cohomology. 

The course develops a sufficient understanding of fundamental financial accounting concepts, terminology, and techniques in order to comprehend typical corporate financial statements provided in annual reports and apply accounting knowledge to business decision-making. 

This course focuses on the challenging task of organic growth and is intended to train future CEOs in specific skills to navigate and grow their enterprises into the future. Growth is the only thing that all types of firms -- start-ups, small, medium, large, family-businesses, non-profits -- have in common, but how they go about achieving growth could be very different. There are only two ways to grow an enterprise: M&A and Organic. Given a lot of resources and money, anyone can go buy another company. However, with organic growth—to create something from nothing and scale it—is much more difficult.

This is a survey course on operations management in manufacturing and service organizations. Operations management mainly deals with the processes of value creation and delivery for customer satisfaction, and plays a key role in sustaining competitive advantage in dynamic marketplaces. This course covers various strategic and tactical decisions in the field of operations management, and introduces basics of supply chain management. 

This course studies human society and introduces students to the field of sociology. Although the module provides theoretical perspectives of sociology, students are encouraged to explore a wide variety of empirical situations. Korean examples of relevant social issues are discussed.