The purpose of this study is to investigate the integration of a cognitive apprenticeship model in a Web-based course. The subject of this study is an educational technology course for pre-service P-12 teacher education students. Specifically, this study presents student reports of how cognitive apprenticeship methods impacted student learning processes of (a) technology skills and (b) technolo...

In apprenticeship learning we aim to learn a good policy by observing the behavior of an expert or a set of experts. In particular, we consider the case where the expert acts so as to maximize an unknown reward function defined as a linear combination of a set of state features. In this paper, we consider the setting where we observe many sample trajectories (i.e., sequences of states) but only...

We provide new theoretical results for apprenticeship learning, a variant of reinforcement learning in which the true reward function is unknown, and the goal is to perform well relative to an observed expert. We study a common approach to learning from expert demonstrations: using a classification algorithm to learn to imitate the expert’s behavior. Although this straightforward learning strat...

Against a background of the theoretical basis for the contextual approach to medical education, this paper examines and supports the changes that are occurring in undergraduate medical education throughout the world, before putting up for discussion the suggestion that the changes have not gone far enough. Consideration is given to a model of apprenticeship learning within undergraduate medical...

We describe and analyze the PhD education in the visualization group at the Vienna University of Technology and set the education in a larger perspective. Four central mechanisms drive the PhD education in Vienna. They are: to require an article-based PhD; to give the student freedom to choose research direction; to let students work in shared offices towards joint deadlines; and to involve stu...

In Switzerland, the majority of students are oriented toward professional training after compulsory schooling. At this stage, one of the biggest challenges for them is to find an apprenticeship position. Matching supply and demand is a complex process that not only excludes some students from having direct access to professional training but also forces them to make early choices regarding thei...

Endobronchial ultrasound-guided transbronchial needle aspiration (EBUS-TBNA) is very operator dependent and has a long learning curve. Simulation-based training might shorten the learning curve, and an assessment tool with solid validity evidence could ensure basic competency before unsupervised performance.A total of 16 respiratory physicians, without EBUS experience, were randomised to either...

This paper compares the supply of specialist ICT skills in Britain and Germany from higher education and from apprenticeship and assesses the relative impact on companies in the two countries. In contrast to Britain, where numbers of ICT graduates have expanded rapidly, the supply of university graduates in Germany has not increased. Combined with the constraints of the German occupational mode...

This paper describes how apprenticeship learning techniques can be used to refine the knowledge base of an expert system for heuristic classification problems. The described method is an alternative to the long-standing practice of creating such knowledge bases via induction from examples. The form of apprenticeship learning discussed in this paper is a form of learning by watching, in which le...