This course will present advanced topics in Artificial Intelligence (AI), including inquiries into logic, artificial neural network and machine learning, and the Turing machine. Upon successful completion of this course, students will be able to: define the term 'intelligent agent,' list major problems in AI, and identify the major approaches to AI; translate problems into graphs and encode the procedures that search the solutions with the graph data structures; explain the differences between various types of logic and basic statistical tools used in AI; list the different types of learning algorithms and explain why they are different; list the most common methods of statistical learning and classification and explain the basic differences between them; describe the components of Turing machine; name the most important propositions in the philosophy of AI; list the major issues pertaining to the creation of machine consciousness; design a reasonable software agent with java code. (Computer Science 408)

This course will acquaint the student with some of the ancient Greek contributions to the Western philosophical and scientific tradition. We will examine a broad range of central philosophical themes concerning: nature, law, justice, knowledge, virtue, happiness, and death. There will be a strong emphasis on analyses of arguments found in the texts.

Western philosophy and theoretical mathematics were born together, and the cross-fertilization of ideas in the two disciplines was continuously acknowledged throughout antiquity. In this course, we read works of ancient Greek philosophy and mathematics, and investigate the way in which ideas of definition, reason, argument and proof, rationality and irrationality, number, quality and quantity, truth, and even the idea of an idea were shaped by the interplay of philosophic and mathematical inquiry.

" Western philosophy and theoretical mathematics were born together, and the cross-fertilization of ideas in the two disciplines was continuously acknowledged throughout antiquity. In this course, we read works of ancient Greek philosophy and mathematics, and investigate the way in which ideas of definition, reason, argument and proof, rationality and irrationality, number, quality and quantity, truth, and even the idea of an idea were shaped by the interplay of philosophic and mathematical inquiry."

Built around Plato's Symposium, Shakespeare (including A Midsummer Night's Dream), Catholic writings (including Humanae Vitae), and several movies, this course explores the nature of romance and erotic love. We will examine such topics as sexuality, marriage, and procreation with an eye towards how we can be better at being in love. The course generally tries to integrate the analytic approach of philosophy with the imaginative approach of literature.

This course will concentrate on major figures and persistent themes in ancient and medieval philosophy. A balance will be sought between scope and depth, the latter ensured by a close reading of selected texts.

The Art of the Probable" addresses the history of scientific ideas, in particular the emergence and development of mathematical probability. But it is neither meant to be a history of the exact sciences per se nor an annex to, say, the Course 6 curriculum in probability and statistics. Rather, our objective is to focus on the formal, thematic, and rhetorical features that imaginative literature shares with texts in the history of probability. These shared issues include (but are not limited to): the attempt to quantify or otherwise explain the presence of chance, risk, and contingency in everyday life; the deduction of causes for phenomena that are knowable only in their effects; and, above all, the question of what it means to think and act rationally in an uncertain world. Our course therefore aims to broaden students’ appreciation for and understanding of how literature interacts with--both reflecting upon and contributing to--the scientific understanding of the world. We are just as centrally committed to encouraging students to regard imaginative literature as a unique contribution to knowledge in its own right, and to see literary works of art as objects that demand and richly repay close critical analysis. It is our hope that the course will serve students well if they elect to pursue further work in Literature or other discipline in SHASS, and also enrich or complement their understanding of probability and statistics in other scientific and engineering subjects they elect to take.

This course will serve as both an introduction to contemporary political philosophy and a way to explore issues of pluralism and multiculturalism. Racial and ethnic groups, national minorities, aboriginals, women, sexual minorities, and other groups have organized to highlight injustice and demand recognition and accommodation on the basis of their differences. In practice, democratic states have granted a variety of group-differentiated rights, such as exemptions from generally applicable laws, special representation rights, language rights, or limited self-government rights, to different types of groups. This course will examine how different theories of citizenship address the challenges raised by different forms of pluralism. We will focus in particular on the following questions: - Does justice require granting group-differentiated rights? - Do group-differentiated rights conflict with liberal and democratic commitments to equality and justice for all citizens? - What, if anything, can hold a multi-religious, multicultural society together? Why should the citizens of such a society want to hold together?

Concentrates on specific periods of Classical Greek and Roman Literature in translation with attention to cultural, political, and social influences. Topics vary from year to year chosen from among fifth-century Athens, the Golden Age of Latin Literature, the Silver Age, and Late Antiquity. Roman Literature of the Golden Age of Augustus Caesar, produced during the transition from Republican to Imperial forms of government, was to have a profound and defining influence on Western European and American societies. These writings ultimately established lasting models of aesthetic refinement, philosophical aspiration, and political ambition that continue to shape modern cultures. This class will be exploring the Golden Age of Latin Literature from an historical perspective in order to provide an intensive examination of the cultural contexts in which these monumental works of classical art were first produced. Readings will emphasize the transition from a Republican form of government to an Empire under the rule of Augustus Caesar and the diversity of responses among individual authors to the profound structural changes that Roman society was undergoing at this time. Particular attention will be devoted to the reorganization of society and the self through textuality, the changing dimensions of the public and the private, the roles of class and gender, and the relationship between art and pleasure. Writings covering a wide variety of literary genres will include the works of Caesar, Cicero, Catullus, Livy, Virgil, Horace, and Ovid, with additional readings from Cassius Dio for background.

This course will introduce you to the Western philosophical tradition, through the study of major figures such as Plato, Aristotle, Descartes, Hume, and Kant. You will get to grips with questions that have been significant to philosophy from its beginnings: questions about the nature of the mind or soul, the existence of God, the foundations of knowledge, ethics and the good life. In the process of evaluating the arguments of these philosophers, you will develop your own philosophical and analytical skills. You will also observe changes of intellectual outlook over time, and the effect of scientific, religious and political concerns on the development of philosophical ideas.

This course will consider the claim that there is no such thing as race, with a particular emphasis on the question whether races should be thought of as natural kinds: is our concept of race a natural kind concept? Is the term 'race' a natural kind term? If so, is Appiah right to conclude that there are no races? How should one go about "analyzing" the concept of race?

Critical review of works, theories, and polemics in architecture in the aftermath of WWII. Aim is a historical understanding of the period and the development of a meaningful framework to assess contemporary issues in architecture. Special attention paid to historiographic questions of how architects construe the terms of their "present." Required of M.Arch. students.

In Origin of Species, Darwin provided a model for understanding the existence of objects and systems manifesting evidence of design without positing a designer, and of purpose and mechanism without intelligent agency. Texts deal with pre-Darwinian and later treatment of this topic within literature and speculative thought since the eighteenth century, with some attention to the modern study of "feedback mechanism" in artificial intelligence. Readings in Hume, Voltaire, Malthus, Darwin, Butler, Hardy, H. G. Wells, and Freud. This subject offers a broad survey of texts (both literary and philosophical) drawn from the Western tradition and selected to trace the immediate intellectual antecedents and some of the implications of the ideas animating Darwin's revolutionary On the Origin of Species. Darwin's text, of course, is about the mechanism that drives the evolution of life on this planet, but the fundamental ideas of the text have implications that range well beyond the scope of natural history, and the assumptions behind Darwin's arguments challenge ideas that go much further back than the set of ideas that Darwin set himself explicitly to question - ideas of decisive importance when we think about ourselves, the nature of the material universe, the planet that we live upon, and our place in its scheme of life. In establishing his theory of natural selection, Darwin set himself, rather self-consciously, to challenge a whole way of thinking about these things. The main focus of attention will be Darwin's contribution to the so-called "argument from design" - the notion that innumerable aspects of the world (and most particularly the organisms within it) display features directly analogous to objects of human design and, since design implies a designer, that an intelligent, conscious agency must have been responsible for their organization and creation. Previously, it had been argued that such features must have only one of two ultimate sources - chance or conscious agency. Darwin proposed and elaborated a third source, which he called Natural Selection, an unconscious agency capable of outdoing the most complex feats of human intelligence. The course of study will not only examine the immediate inspiration for this idea in the work of Adam Smith and Thomas Malthus and place Darwin's Origin and the theory of Natural Selection in the history of ensuing debate, but it will also touch upon related issues.

This unit examines Hume's reasons for being complacent in the face of death, as these are laid out in his suppressed essay of 1755, ‘Of the immortality of the soul’. More generally, they examine some of the shifts in attitude concerning death and reli

What is emotion? This unit takes a philosophical approach to this question in an attempt to understand why people respond to events in a certain way. Is there a difference between an emotion and a bodily feeling or is one a consequence of the other?

A brief history of conflicting ideas about mankind's relation to the natural environment as exemplified in works of poetry, fiction, and discursive argument from ancient times to the present. What is the overall character of the natural world? Is mankind's relation to it one of stewardship and care, or of hostility and exploitation? Readings include Aristotle, The Book of Genesis, Shakespeare, Descartes, Robinson Crusoe, Swift, Rousseau, Wordsworth, Darwin, Thoreau, Faulkner, and Lovelock's Gaia. This subject offers a broad survey of texts (both literary and philosophical) drawn from the Western tradition and selected to trace the growth of ideas about nature and the natural environment of mankind. The term nature in this context has to do with the varying ways in which the physical world has been conceived as the habitation of mankind, a source of imperatives for the collective organization and conduct of human life. In this sense, nature is less the object of complex scientific investigation than the object of individual experience and direct observation. Using the term "nature" in this sense, we can say that modern reference to "the environment" owes much to three ideas about the relation of mankind to nature. In the first of these, which harks back to ancient medical theories and notions about weather, geographical nature was seen as a neutral agency affecting or transforming agent of mankind's character and institutions. In the second, which derives from religious and classical sources in the Western tradition, the earth was designed as a fit environment for mankind or, at the least, as adequately suited for its abode, and civic or political life was taken to be consonant with the natural world. In the third, which also makes its appearance in the ancient world but becomes important only much later, nature and mankind are regarded as antagonists, and one must conquer the other or be subjugated by it.

Opportunity for individual or group study of advanced topics in Engineering Systems Division not otherwise included in the curriculum at MIT.: This course introduces the theory and the practice of engineering ethics using a multi-disciplinary and cross-cultural approach. Theory includes ethics and philosophy of engineering. Historical cases are taken primarily from the scholarly literatures on engineering ethics, and hypothetical cases are written by students. Each student will write a story by selecting an ancestor or mythic hero as a substitute for a character in a historical case. Students will compare these cases and recommend action.

This course will provide the student with an overview of the role that ethical, cultural, religious, and moral principles play in public policy. The course will introduce the student to common themes found in the foundational theories of ethics and morality in politics such as justice, equality, fairness, individual liberty, free enterprise, charity, fundamental human rights, and minimizing harm to others. These themes are integrated into various decision-making models that you will learn about. Students will examine five types of decision frameworks used to make and implement public policy, as well as rationales used to justify inequitable impact and outcomes of policies. Upon successful completion of this course, students will be able to: explain how personal morality and ethics impact the policymaking process; discuss various ethical frameworks used to resolve policy dilemmas; identify statutes, ethical codes, and legal opinions that define the normative parameters of key domestic and international policy issues; assess the impact that public interest groups have on policymaking and execution of policies. (Political Science 401)

This subject surveys main currents of European cultural and intellectual history in the modern period. Such a foundation course is central to the humanities in Europe. The curriculum introduces a set of ideas and arguments that have played a formative role in European cultural history, and acquaints them with some exemplars of critical thought. Among the topics to be considered: the critique of religion, the promise of independence, the advance of capitalism, the temptations of Marxism, the origins of totalitarianism, and the dialects of enlightenment. In addition to texts, we will also discuss pieces of art, incl. paintings and film.