This dissertation is about a particular style of research. The philosophy of this style is that in order to scientifically understand deep learning, it is fruitful to investigate what happens when neural networks are trained on simple, mathematically well-defined tasks. Even though the training data is simple, the training algorithm can end up…

Dynamic personalization of learning trajectories that integrate different perspectives and variable scenarios is a viable way to improve the effectiveness and efficiency of training and education. Serious games offer a designated platform for this, by aggregating learner interactions, and using these to dynamically configure, adjust and tailor the…

The rapid adoption of deep learning models has resulted in many business services becoming model services, yet most AI systems lack the necessary automation and industrialization capabilities. This leads to heavy reliance on manual operation and maintenance, which not only consumes power but also causes resource wastage and stability issues during…

What if educational programs designed curriculum with the end in mind, teaching and assessing only the knowledge and skills necessary for success in the workplace and broader life applications? Competency-Based Education (CBE) provides an answer to questions such as this one that key stakeholders such as employers, learners, parents, and educators…

Teachers' instructional practices are critical for guiding students' engagement in scientific practices within the classroom knowledge building community. In this study, we seek to understand how teachers' instructional supports of epistemic aspects involved in scientific modeling may influence students' meaningful engagement in the practice. In…

Iterated learning models of language evolution have typically been used to study the emergence of language, rather than historical language change. We use iterated learning models to investigate historical change in the accent classes of two Korean dialects. Simulations reveal that many of the patterns of historical change can be explained as…

Chinese students' outstanding performance in several rounds of PISA tests has attracted extensive attention on Chinese teacher professional development practices and system. The school-based teaching research system has evolved for many years in China and became a mature and systematical model for improving teaching quality. However, this system…

Knowledge tracing (KT) models are a popular approach for predicting students' future performance at practice problems using their prior attempts. Though many innovations have been made in KT, most models including the state-of-the-art Deep KT (DKT) mainly leverage each student's response either as correct or incorrect, ignoring its content. In…

Spatial skills are embedded in all aspects of the geosciences. The teaching and learning of spatial skills has been a challenging, but vital, endeavor. To support student learning of spatial skills in undergraduate courses, we designed scaffolds for spatially dependent content in a mid-level geoscience course using playdough to allow students to…

This study aims to investigate the usability of the design thinking model for the education of pre-school children and the effects of the activities performed in line with the design thinking model on children. This research was conducted as a case study of 16 teachers working in a private school. Research data were collected through interviews…

Contemporary education adopts various new visualisation techniques for content to be learned. Recently, research on the application of 3D modelling and printing (3DMP) has been expanding. However, as the latest literature reviews indicate, little research is available on the contribution of 3DMP to learning of students with blindness (SWB) and…

With the innovation of the internet, the learner is able to access his or her online classroom anytime, and anywhere based on the customized online learning environment by instructional designers. Creating online learning environments, also known as instructional design, can be challenging. This research focused on how instructional designers…

Purpose: Although there is a growing interest in Critical Thinking Learning Transfer (CTLT), detailed information regarding the transfer seems to be lacking, particularly in the Malaysian context. In addition, past studies have not focused on medical education. This raises the question: How do Malaysian medical undergraduates transfer their…

The literature highlights differing views on the efficacy of modelling lessons for teacher professional learning. In this study we draw on dissonance theory to discuss lesson modelling that seeks to transcend 'do as I do' imitation and provoke teachers' attention to intended teaching practices: a necessary pre-cursor for changes to practice. A…

We apply the "wisdom of the crowd" idea to human category learning, using a simple approach that combines people's categorization decisions by taking the majority decision. We first show that the aggregated crowd category learning behavior found by this method performs well, learning categories more quickly than most or all individuals…