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)

Abstract: Despite stampeding popularity over the last few years since its creation, serious doubts persist about the fundamental MOOC conceptual model of Massive Open Online Courses as verifiable learning environments especially for liberal arts courses. This paper will defend the valid argument that: All MOOCs, except perhaps those at The University of Edinburgh, as currently construed and deployed, are MOOCs that fail to provide verifiable learning outcomes. No MOOCs that fail to provide verifiable learning outcomes are acceptable liberal arts (...) courses. Therefore, no MOOCs, except perhaps those at The University of Edinburgh, as currently construed and deployed are MOOCs that are acceptable liberal arts courses. This paper will focus only on the complaint that MOOCs, generally, fail to engage and educate liberal arts students with positive, measurable learning outcomes through dialogue. It will be demonstrated that the current underlying conceptual model of MOOCs is inadequate as a global replacement to the traditional liberal arts courses based on dialogue pedagogic modeled in Plato’s Allegory of the Cave. A few highly debatable recommendations will be offered for discussion. (shrink)

Information and Communication Technologies, ICTs, has now for decades being increasingly taken into use for higher education, enabling distance learning, e-learning and online learning, mainly in parallel to mainstream educational practise. The concept Blended learning (BL) aims at the integration of ICTs with these existing educational practices. The term is frequently used, but there is no agreed-upon definition. The general aim of this dissertation is to identify new possible perspectives on ICTs and access to higher education, for negotiating the dichotomy (...) between campus-based and ICT-enabled education. The access options of BL are in focus for this dissertation, although BL is generally seen as a campus phenomenon, and shares a place perspective. The main research questions in the dissertation are 1) how BL can be understood in the context of increased access to education, moreover, (2) how time can be work as a more constructive perspective for designing ICTs in education, compared to place. The dissertation comprises five articles. The first is conceptual and concentrates on place and time in blended learning, and forms a time-based model and perspective, drawing on the tension between synchronous and asynchronous modalities instead of a place-based center-periphery model. The following article examines the differences between North American and European use of the term BL, in education and research, and finds that BL is not much used by European researchers, although the term is frequently used in educational environments. Two design and intervention studies, articles 3 and 4, make experiments using the BL time-based model. In article 3, a group of untraditional learners at a learning centre in Arvidsjaur attends a synchronous co-located study circle group and participates in an asynchronous and global Massive Open Online Course (MOOC). In article 4, nine students in a preparatory year for entering engineering studies volunteer and participate in a pilot distance course experiment, where prevention of procrastination is a high priority. For this, agile framework theory, constructivist learning theory and the time-based model are used in design and analysis. The last article (5) reconnects learning to place by discussing and adapting Triple- and Quadruple Helix theory for regional development in the knowledge society to four regional European cases. At the end of the synthesis, an outline of the access affordances with the time-based model is given, drawing on Adam’s timescape theory. The discussion of ICT integration into education is made drawing on Floridi’s Philosophy of Information, which provides many tools to view discourses of ICTs in education critically, and also envisions the concept of e-ducation in the infosphere, where other blend issues appear connected to weak artificial intelligence and the pervasive power of ICTs. (shrink)

This book proposes a philosophical exploration of the educational role that media plays in university study practices, with a focus on the practices of lecturing and academic writing. Are the media employed in university study practices mere accessories, or rather constitutive of these practices? While this seems to be a purely theoretical question, its practical implications are wide and concern whether such a thing as a ‘digital university’ is possible. The 'digital university' has been, for a long time, a theoretical (...) construct. However, in the aftermath of the Covid-19 pandemic, moving the university into the digital realm has become a necessity. The difficulties in transitioning to an online university during the 2020 pandemic showed the increased urgency of the questions explored in this book. -/- The book describes lecturing and academic writing through the lens of a phenomenology of gestures and arrives at a description of the experience of university thinking as expanding the subject’s range of experiences about the world and about one’s modes of thinking about the world. The media configuration characteristic for university study practices is a movement of rendering inoperative one medium through another medium so that thinking can emerge, a movement called ‘mediatic displacement’. The question of the digital university becomes then a question whether mediatic displacement is possible on a digital screen. Although this is conceivable, digital technologies are still relatively new, and we are not used to playing with them in a profanatory way as the book discusses through the example of videoconferencing and MOOCs. The promise of the digital university seems to remain utopian until we figure out how to enact the techniques of mediatic displacement currently flourishing at the physical university. (shrink)

Internet and Biometric Web Based Business Management Decision Support MICROBE MOOC material prepared under IO1/A5 Development of the MICROBE personalized MOOCs content and teaching materials Prepared by: A. Kaklauskas, A. Banaitis, I. Ubarte Vilnius Gediminas Technical University, Lithuania Project No: 2020-1-LT01-KA203-078100.