Broadening access to both computational and educational resources is crit- ical to diffusing machine learning (ML) innovation. However, today, most ML resources and experts are siloed in a few countries and organizations. In this article, we describe our pedagogical approach to increasing access to applied ML through a massive open online course (MOOC) on Tiny Machine Learning (TinyML). We suggest that TinyML, applied ML on resource-constrained embedded devices, is an attractive means to widen access because TinyML leverages low-cost and globally (...) accessible hardware and encourages the development of complete, self-contained applications, from data collection to deployment. To this end, a collaboration between academia and industry produced a four part MOOC that provides application-oriented instruction on how to develop solutions using TinyML. The series is openly available on the edX MOOC platform, has no prerequisites beyond basic programming, and is designed for global learners from a variety of backgrounds. It introduces real-world applications, ML algorithms, data-set engineering, and the ethi- cal considerations of these technologies through hands-on programming and deployment of TinyML applications in both the cloud and on their own microcontrollers. To facili- tate continued learning, community building, and collaboration beyond the courses, we launched a standalone website, a forum, a chat, and an optional course-project com- petition. We also open-sourced the course materials, hoping they will inspire the next generation of ML practitioners and educators and further broaden access to cutting-edge ML technologies. (shrink)

My ambition in this paper is to provide an account of an unacknowledged example of blameless guilt that, I argue, merits further examination. The example is what I call carer guilt: guilt felt by nurses and family members caring for patients with palliative-care needs. Nurses and carers involved in palliative care often feel guilty about what they perceive as their failure to provide sufficient care for a patient. However, in some cases the guilty carer does not think that he has (...) the capacity to provide sufficient care; he has, in his view, done all he can. These carers cannot legitimately be blamed for failing to meet their own expectations. Yet despite acknowledging their blamelessness, they nonetheless feel guilty. My aims are threefold: first, to explicate the puzzling nature of the carer guilt phenomenon; second, to motivate the need to solve that puzzle; third, to give my own account of blameless guilt that can explain why carers feel guilty despite their blamelessness. In doing so I argue that the guilt experienced by carers is a legitimate case of guilt, and that with the right caveats it can be considered an appropriate response to the progressive deterioration of someone for whom we care. (shrink)

Expert-informed public policy often depends on a degree of public trust in the relevant expert authorities. But if lay citizens are not themselves authorities on the relevant area of expertise, how can they make good judgements about the trustworthiness of those who claim such authority? I argue that the answer to this question depends on the kind of trust under consideration. Specifically, I maintain that a distinction between epistemic trust and recommendation trust has consequences for novices judging the trustworthiness of (...) experts. I argue for this by identifying the unique difficulties that emerge when a novice is asked not just to believe expert testimony, but to follow expert recommendations. I outline criteria for novice judgements of expert trustworthiness that have been proposed by Elizabeth Anderson and show that novel problems emerge for her criteria when we shift focus from epistemic trust to recommendation trust. More is needed when we are asked not just to believe the experts but to act as they recommend, because novices looking for trustworthy expert recommendations need to establish whether the recommended course of action supports what is important to them and accords with their values. (shrink)

This paper offers a new interpretation of Nietzsche’s criticisms of Kant’s account of freedom and renders these criticisms in such a way as to pose a serious challenge to Kantian ethics. My first aim is to explain Nietzsche’s challenge to the principle that being free means acting as a free agent ought to act, which I call Kant’s universalism. My second aim is to show that Kant’s accounts of self-respect is a particularly unconvincing account of how we can make room (...) for virtues within a universalistic framework, and thereby persuade the Kantian that there is something wrong with the underlying universalism principle. (shrink)

What do we expect of those whom we trust? Some argue that when we trust we are confident the trusted will act on moral motivations. But often we trust without appraising the trusted’s moral qualities, and sometimes trust expects more than morality demands. I argue for a non-moral commitments account: when we trust a person we expect they will be motivated to act a certain way by a commitment that we ascribe to them. My alternative accommodates an expanded typology of (...) trust’s vulnerabilities, including tragic disappointments that are as painful as betrayal, but without the recompense of moral complaint. (shrink)

Those who have emphasised Nietzsche's naturalism have often claimed that he emulates natural scientific methods by offering causal explanations of psychological, social, and moral phenomena. In order to render Nietzsche's method consistent with his methodology, such readers of Nietzsche have also claimed that his objections to the use of causal explanations are based on a limited scepticism concerning the veracity of causal explanations. My contention is that proponents of this reading are wrong about both Nietzsche's methodology and his method. I (...) argue for this by: first, showing that Nietzsche was suspicious of causal explanations not only on sceptical grounds but also for reasons provided by his psychological analysis of our tendency to look for causes; and second, arguing for a non-causal interpretation of Nietzsche's approach to psychological explanation. (shrink)

In this paper I analyse and critically assess Jacques Derrida’s political reading of Nietzsche. Derrida’s reading of Nietzsche’s multiple styles and their ramifications for how we read philosophical texts is well known. But Derrida also maintained that Nietzsche’s addresses to an unknown future readership evidenced a democratic aspect to Nietzsche’s work. Derrida’s is a heretofore unexamined interpretation, and in this paper I aim to show that his emphasis on the democratic style of Nietzsche’s writing raises different questions about the kind (...) of political values that support Nietzsche’s critique of modernity. I argue that Derrida’s reading merits discussion, particularly in virtue of its intriguing account of what it means to experience the future democratically. However, I think Derrida’s reading has its own exegetical and philosophical problems. In sections one and two I explain why Derrida thought that Nietzsche’s hopes for the future of Europe constitute a democratic comportment; in section three I show how this reading of Nietzsche can be defended against a philosophical objection to its plausibility; and in section four I suggest exegetical reasons for questioning Derrida’s interpretation. I will end by drawing on Nietzsche’s work to raise an objection to the political quietism of democracy to come. (shrink)