The course focuses on the problem of supervised learning within the framework of Statistical Learning Theory. It starts with a review of classical statistical techniques, including Regularization Theory in RKHS for multivariate function approximation from sparse data. Next, VC theory is discussed in detail and used to justify classification and regression techniques such as Regularization Networks and Support Vector Machines. Selected topics such as boosting, feature selection and multiclass classification will complete the theory part of the course. During the course we will examine applications of several learning techniques in areas such as computer vision, computer graphics, database search and time-series analysis and prediction. We will briefly discuss implications of learning theories for how the brain may learn from experience, focusing on the neurobiology of object recognition. We plan to emphasize hands-on applications and exercises, paralleling the rapidly increasing practical uses of the techniques described in the subject.

The nuts and bolts of preparing a New Venture Plan and launching the venture will be explored in this twenty-fifth annual course offering. The course is open to members of the MIT Community and to others interested in entrepreneurship. It is particularly recommended for persons who are interested in starting or are involved in a new business or venture. Because some of the speakers will be judges of the MIT $100K Entrepreneurship Competition, persons who are planning to enter the Competition should find the course particularly useful. In the past approximately 50% of the class has been from the Engineering / Science / Architecture Schools and 50% from the Sloan School of Management.

Open Educational Resources (OER) offer opportunities for increasing equity and access to high-quality K–12 education. Many state education agencies now have offices devoted to identifying and using OERs and other digital resources in their states. To help states, districts, teachers, and other users determine the degree of alignment of OERs to the Common Core State Standards, and to determine aspects of quality of OERs, Achieve has developed eight rubrics in collaboration with leaders from the OER community.

Calculus was first developed more than three hundred years ago by Sir Isaac Newton and Gottfried Leibniz to help them describe and understand the rules governing the motion of planets and moons. Since then, thousands of other men and women have refined the basic ideas of calculus, developed new techniques to make the calculations easier, and found ways to apply calculus to problems besides planetary motion. Perhaps most importantly, they have used calculus to help understand a wide variety of physical, biological, economic and social phenomena and to describe and solve problems in those areas.

Part of the beauty of calculus is that it is based on a few very simple ideas. Part of the power of calculus is that these simple ideas can help us understand, describe, and solve problems in a variety of fields.

Introduction to Business covers the scope and sequence of most introductory business courses. The book provides detailed explanations in the context of core themes such as customer satisfaction, ethics, entrepreneurship, global business, and managing change. Introduction to Business includes hundreds of current business examples from a range of industries and geographic locations, which feature a variety of individuals. The outcome is a balanced approach to the theory and application of business concepts, with attention to the knowledge and skills necessary for student success in this course and beyond.

Introductory Business Statistics is designed to meet the scope and sequence requirements of the one-semester statistics course for business, economics, and related majors. Core statistical concepts and skills have been augmented with practical business examples, scenarios, and exercises. The result is a meaningful understanding of the discipline, which will serve students in their business careers and real-world experiences.

Our objective in this course is to introduce you to concepts and techniques related to the design, planning, control, and improvement of manufacturing and service operations. The course begins with a holistic view of operations, where we stress the coordination of product development, process management, and supply chain management. As the course progresses, we will investigate various aspects of each of these three tiers of operations in detail. We will cover topics in the areas of process analysis, materials management, production scheduling, quality improvement, and product design. To pursue the course objective most effectively, you will have to: 1. Study the assigned reading materials. 2. Prepare and discuss cases, readings, and exercises in class. 3. Prepare written analyses of cases.

Operations Strategy provides a unifying framework for analyzing strategic issues in manufacturing and service operations. Students analyze the relationships between manufacturing and service companies and their suppliers, customers, and competitors. The course covers strategic decisions in technology, facilities, vertical integration, human resources, and other areas, and also explores means of competition such as cost, quality, and innovativeness.

Introduces students to the theory, algorithms, and applications of optimization. The optimization methodologies include linear programming, network optimization, dynamic programming, integer programming, non-linear programming, and heuristics. Applications to logistics, manufacturing, transportation, E-commerce, project management, and finance.

This OpenStax resource aligns to introductory courses in Organizational Behavior. The text presents the theory, concepts, and applications with particular emphasis on the impact that individuals and groups can have on organizational performance and culture. An array of recurring features engages students in entrepreneurial thinking, managing change, using tools/technology, and responsible management; furthermore, the unique chapter on Social Media and Communication contextualizes the importance and implications of various platforms and communications methods.

Organizational Behavior bridges the gap between theory and practice with a distinct "experiential" approach.

On average, a worker in the USA will change jobs 10 times in 20 years. In order to succeed in this type of career situation, individuals need to be armed with the tools necessary to be life-long learners. To that end, this book is not be about giving students all the answers to every situation they may encounter when they start their first job or as they continue up the career ladder. Instead, this book gives students the vocabulary, framework, and critical thinking skills necessary to diagnose situations, ask tough questions, evaluate the answers received, and to act in an effective and ethical manner regardless of situational characteristics.

This course in organizational economics prepares doctoral students for further study in the field. The course introduces the classic papers and some recent research. The material is organized into the following modules: boundaries of the firm, employment in organizations, decision-making in organizations, and structures and processes in organizations. Each class session covers a few leading papers. This course was joint-taught between faculty of the Massachusetts Institute of Technology and Harvard University. The Harvard course is Economics 2670 Organizational Economics.

Organizational Leadership and Change focuses on practical experience that blends theory and practice. Students reflect on prior leadership experiences and then apply lessons learned to further develop their leadership capabilities. The course requires active participation in all leadership classes and/or activities as well as short deliverables throughout the program.

Subject enhances students' ability to take effective action in complex organizational settings by providing the analytic tools needed to analyze, manage, and lead the organizations of the future. Emphasis on the importance of the organizational context in influencing which individual styles and skills are effective. Employs a wide variety of learning tools, from experiential learning to the more conventional discussion of written cases. Subject centers on three complementary perspectives on organizations: the strategic design, political, and cultural "lenses" on organizations. Restricted to first-year Sloan master's students.

Examines theory and research on the relationship of organizations to each other and to their economic, political, and social environments. Classic and contemporary approaches to complex social systems, the dynamics of inertia and change, the role of legitimacy, and the production of change as an intended or unintended consequence. Considers the relative roles of voluntarism and determinism in the pursuit of organizational agendas and in the shaping of organizational environments, for example, with respect to changing employment relationships and environmentalism. Primarily for doctoral students. The goal of this doctoral course is to familiarize students with major conceptual frameworks, debates, and developments in contemporary organization theory. This is an inter-disciplinary domain of inquiry drawing primarily from sociology, and secondarily from economics, psychology, anthropology, and political science. The course focuses on inter-organizational processes, and also addresses the economic, institutional and cultural contexts that organizations must face. This is an introduction to a vast and multifaceted domain of inquiry. Due to time limitations, this course will touch lightly on many important topics, and neglect others entirely; its design resembles more a map than an encyclopedia. Also, given the focus on theoretical matters, methodological issues will move to the background. Empirical material will be used to illustrate how knowledge is produced from a particular standpoint and trying to answer particular questions, leaving the bulk of the discussion on quantitative and qualitative procedures to seminars such as 15.347, 15.348, and the like.

The course is structured around a core of fundamental concepts concerning how we view organizations, and the application of these concepts to basic domains of action crucial for contemporary businesses: sensemaking, learning, knowing, and change. We view organizations as enacted systems, wherein humans are continually shaping the structures that influence their action in turn. In other words, we create the systems that then create us.

This class introduces the subject of innovative new product development. Topics including technology transfer, science and technology, and the innovation process are covered. Students are expected to write a 15-20 page final paper as part of the assignments for the class.

Introductory examination of the US law of intellectual property, with emphasis on patents and copyrights, and a brief look at trademarks and trade secrets. Comparisons made with regard to what can and cannot be protected, what rights the owner does and does not obtain, and how these rights come into being. Issues relating particularly to new information technologies highlighted. Assignments include case and statutory readings, written preparatory exercises, and student case presentations.

People and Organizations examines the historical evolution and current human and organizational contexts in which scientists, engineers and other professionals work. It outlines today's major challenges facing the management profession. The course uses interactive exercises, simulations and problems to develop critical skills in negotiations, teamwork and leadership. Students will be introduced to concepts and tools to analyze work and leadership experiences in optional undergraduate fieldwork projects.