I propose to consider the question, "Can machines think?" This should begin with definitions of the meaning of the terms "machine" and "think." The definitions might be framed so as to reflect so far as possible the normal use of the words, but this attitude is dangerous, If the meaning of the words "machine" and "think" are to be found by examining how they are commonly used it is difficult to escape the conclusion that the meaning and the answer to (...) the question, "Can machines think?" is to be sought in a statistical survey such as a Gallup poll. But this is absurd. Instead of attempting such a definition I shall replace the question by another, which is closely related to it and is expressed in relatively unambiguous words. The new form of the problem can be described in terms of a game which we call the 'imitation game." It is played with three people, a man (A), a woman (B), and an interrogator (C) who may be of either sex. The interrogator stays in a room apart front the other two. The object of the game for the interrogator is to determine which of the other two is the man and which is the woman. He knows them by labels X and Y, and at the end of the game he says either "X is A and Y is B" or "X is B and Y is A." The interrogator is allowed to put questions to A and B. We now ask the question, "What will happen when a machine takes the part of A in this game?" Will the interrogator decide wrongly as often when the game is played like this as he does when the game is played between a man and a woman? These questions replace our original, "Can machines think?". (shrink)

There is an apparent tension between Immanuel Kant's model of moral agency and his often-neglected philosophy of moral education. On the one hand, Kant's account of moral knowledge and decision-making seems to be one that can be self-taught. Kant's famous categorical imperative and related 'fact of reason' argument suggest that we learn the content and application of the moral law on our own. On the other hand, Kant has a sophisticated and detailed account of moral education that goes well beyond (...) the kind of education a person would receive in the course of ordinary childhood experience. The task of this paper will be to reconcile these seemingly conflicting claims. Ultimately, I argue, Kant's philosophy of education makes sense as a part of his moral theory if we look not only at individual moral decisions, but also at the goals or ends that these moral decisions are intended to achieve. In Kant's case, this end is what he calls the highest good, and, I argue, the most coherent account of the highest good is a kind of ethical community and end of history, similar to the Groundwork 's realm of ends. Seen as a tool to bring about and sustain such a community, Kant's philosophy of moral education exists as a coherent and important part of his moral philosophy. (shrink)

There is an apparent tension between Immanuel Kant’s model of moral agency and his often-neglected philosophy of moral education. On the one hand, Kant’s account of moral knowledge and decision-making seems to be one that can be self-taught. Kant’s famous categorical imperative and related ‘fact of reason’ argument suggest that we learn the content and application of the moral law on our own. On the other hand, Kant has a sophisticated and detailed account of moral education that goes well beyond (...) the kind of education a person would receive in the course of ordinary childhood experience. The task of this paper will be to reconcile these seemingly conflicting claims. Ultimately, I argue, Kant’s philosophy of education makes sense as a part of his moral theory if we look not only at individual moral decisions, but also at the goals or ends that these moral decisions are intended to achieve. In Kant’s case, this end is what he calls the highest good, and, I argue, the most coherent account of the highest good is a kind of ethical community and end of history, similar to the Groundwork’s realm of ends. Seen as a tool to bring about and sustain such a community, Kant’s philosophy of moral education exists as a coherent and important part of his moral philosophy. (shrink)

For Kant, the ideal of enlightenment is most fundamentally expressed as a self-developed soundness of judgment. But what does this mean when the judgment at issue is practical, i.e., concerns the good to be brought about through action? I argue that the moral context places special demands on the ideal of enlightenment. This is revealed through an interpretation of Kant’s prescription for moral pedagogy in the Critique of Practical Reason. The goal of the pedagogy is to cultivate the moral disposition, (...) and the method consists of training in judgment. Unfortunately, Kant seems to wind up somewhere short of this goal, leaving the young person with only an idle wish for a properly cultivated moral disposition. In this paper, I argue that when we address the special issues that arise when the enlightenment ideal is brought to bear on practical judgment — issues that stem from the intrinsic connection between practical judgment and agency — we will see that there is no lacuna in Kant’s account. (shrink)

This excerpt from our collective biography emerges from a dialogue that commenced when Noel interjected the concept of ‘becoming-cyborg’ into our conversations about Annette’s experiences of breast cancer, which initially prompted her to interpret her experiences as a ‘chaos narrative’ of cyborgian and environmental embodiment in education contexts. The materialisation of Donna Haraway’s figuration of the cyborg in Annette’s changing body enabled new appreciations of its interpretive power, and functioned in some ways as a successor project to Noel’s earlier deployment (...) of cyborgs in what he now recognises as a ‘posthumanising’ of curriculum inquiry. Noel’s subsequent experiences with throat cancer drew us towards exploring the possibilities that concepts such as Deleuze and Guattari’s machinic assemblage and Karen Barad’s ontoepistemology offer as a mean of thinking the meetings of bodies and technologies in educational inquiry beyond Haraway’s hybrid cyborg. Through both collective biography and playfully scripted conversations with other theorists we explore what it means to perform diffractive interpretations and analyses in posthumanist educational inquiry. Our essay also contributes to contemporary conversations about the uses of collaborative biographical writing as a method of inquiry in educational research. (shrink)

While Kant's pedagogical lectures present an account of moral education, his theory of freedom and morality seems to leave no room for the possibility of an education for freedom and morality. In this paper, it is first shown that Kant's moral philosophy and his educational philosophy are developed within different theoretical paradigms: whereas the former is situated within a transcendentalist framework, the latter relies on a teleological notion of human nature. The second part of this paper demonstrates that the core (...) ideas of Kant's moral philosophy are also present in his pedagogy. This means that the problem of moral education must be solved within the transcendentalist framework. It is finally claimed that Kant himself outlines a solution to this problem in his pedagogical lectures. (shrink)

In this paper, I reinterpret Kant’s Transcendental Analytic as a description of a cognitive architecture. I describe a computer implementation of this architecture, and show how it has been applied to two unsupervised learning tasks. The resulting program is very data efficient, able to learn from a tiny handful of examples. I show how the program achieves data-efficiency: the constraints described in the Analytic of Principles are reinterpreted as strong prior knowledge, constraining the set of possible solutions.

Over the past ten years, we have worked in a collaboration between educators and computer scientists at the University of Illinois to imagine futures for education in the context of what is loosely called “artificial intelligence.” Unhappy with the first generation of digital learning environments, our agenda has been to design alternatives and research their implementation. Our starting point has been to ask, what is the nature of machine intelligence, and what are its limits and potentials in education? This paper (...) offers some tentative answers, first conceptually, and then practically in an overview of the results of a number of experimental implementations documented in greater detail elsewhere. Our key finding is that artificial intelligence—in the context of the practices of electronic computing developing over the past three quarters of a century—will never in any sense “take over” the role of teacher, because how it works and what it does are so profoundly different from human intelligence. However, within the limits that we describe in this paper, it offers the potential to transform education in ways that—counterintuitively perhaps—make education more human, not less. (shrink)

Over the past ten years, we have worked in a collaboration between educators and computer scientists at the University of Illinois to imagine futures for education in the context of what is loosely called “artificial intelligence.” Unhappy with the first generation of digital learning environments, our agenda has been to design alternatives and research their implementation. Our starting point has been to ask, what is the nature of machine intelligence, and what are its limits and potentials in education? This paper (...) offers some tentative answers, first conceptually, and then practically in an overview of the results of a number of experimental implementations documented in greater detail elsewhere. Our key finding is that artificial intelligence—in the context of the practices of electronic computing developing over the past three quarters of a century—will never in any sense “take over” the role of teacher, because how it works and what it does are so profoundly different from human intelligence. However, within the limits that we describe in this paper, it offers the potential to transform education in ways that—counterintuitively perhaps—make education more human, not less. (shrink)

This book uncovers Kant s hidden theory of cosmopolitan education within the framework of his overall practical philosophy. The Kant brought out here turns out to be very different from current mainstream appropriations, which erroneously consider him one of the founding fathers of the new cosmopolitanism. Kant s Embedded Cosmopolitanism is a valuable source for students of political philosophy, cosmopolitanism, and Kant s ethics.".