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This course offers a study of basic Machine Learning techniques, when to use Machine Learning on real problems, how to determine which technique is appropriate for each problem, and to apply the techniques in a practical way to real problems. Topics include: classification and prediction techniques; non-supervised techniques; reinforcement-based techniques; relational learning; methodological aspects.
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Consultants offer their professional advice to client organizations by leveraging their knowhow in the fields of management. Consultants often assist clients in the change process, and in some cases act as key characters in the implementation phase. Today, more than in the past, consultancy has become a viable professional development alternative, typically offered to young students from graduate or undergraduate degrees. The course focuses on the process side of the relationship between clients and consultants. The course also deals with the characteristics of the industry and with some key features of the profession.
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This course examines knowledge of industry standard tools for film production. Students will apply techniques, creative approaches, and methodologies to the production of a short film project.
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This course develops basic skills in conducting and evaluating marketing research projects for students pursuing a career in marketing research and rely on marketing research information for decision making. The main focus is on problem formulation, research design, methods of data collection, and data analysis.
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The course brielfy introduces ethics and the history of computing and the Internet. It focuses on a number of areas in which computers and information technology impact society, including work, the environment, privacy, freedom of speech, and intellectual property.
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*This course has been offered as an optional summer intensive course at Hitotsubashi, meaning that the course meets for only one week after the UCEAP program end dates.
This course is designed to provide students with a fundamental understanding of international political theories while engaging them in practical analysis of political scenarios using data science methodologies. While no prior knowledge of data science is required, a certain level of information literacy is expected to assimilate and interpret data-driven insights effectively.
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Suppose one event happens, and then another. What does it take for the first to be a cause of the second? We will consider answers to this question that reduce causation to laws of nature and to counterfactual facts. Then we will turn to grounding, which is the relation of determination that physicalists take to hold between physical facts and mental facts. We will look at the recently popular idea that grounding is closely analogous to causation, or even a kind of causation.
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This course introduces the history of American literature between 1492 and 1865.
In 1620, John Winthrop pictured the Massachusetts Bay Colony as “a model of Christian charity.” In 1776, Thomas Jefferson wrote down the principles of a new American nation, declaring “all men are created equal.” In 1837, Andrew Jackson ended his presidency celebrating that America was “honored and respected by every nation of the world.”
To readers living a few centuries later, it is impossible to ignore that American “freedom” has gone hand-in-hand with the capture and enslavement of Black people, indigenous genocide and land dispossession, and inequality before the law and in the labor market for the vast majority of people. Importantly, the irony of Winthrop, Jefferson, or Jackson’s words was not lost on those living when they spoke them: political struggle has attended the development of American society, culture, and economy at every step. Literature is a key window into the debate and bloodshed surrounding this struggle. Studying the development of language and narrative helps us to highlight the contradictions between American ideals and American reality, to understand the historical forces that produce these contradictions, and to study how everyday people try to build a better world, in the past as today.
Working within the bounds of 1492 (the year Christopher Columbus “discovered” America) and 1865 (when the US Civil War ended), this course examines the early colonial period in the northeast and Virginia; the war for independence from Britain; the removal of the Five “Civilized” Tribes from the southeast; and the establishment, expansion, and abolition of slavery as US colonization crept westward. The course examines a range of primary source documents -- letters, journals, myths, speeches, sermons, laws, poems, songs, memoir, autobiography, confessions, and more -- to explore the early centuries of the United States.
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This course provides fundamental knowledge of media history in Japan and Asia from the late 19th century to the early 21st century, discussing the historical process of the transformation of relations between media, governments and peoples. The focus is to promote historical understanding and analysis of media development with influences in political process.
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This course examines key trends and changes in contemporary television drama. This includes the exploration of different genres and narrative forms, along with the impact of new styles and technologies in changing industrial contexts, to include both broadcast and streamed services. The course also explores broader theoretical ways of understanding contemporary television, such as its relation to modernity and the nation state, globalization, and the place of television in contemporary culture. Although much of the emphasis is on English language television, students are invited to explore comparative examples from other countries and cultures in the context of developing a specific area of focus for a case study.
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