AbstractThe success of deep learning is usually accompanied by the growth in neural network depth. However, traditional training method only supervises at its last layer and propagates supervision layer-by-layer, which leads to hardship optimizing intermediate layers. Recently, has been proposed add auxiliary classifiers layers networks. By these with supervised task loss, can be applied shallo...

Educational supervision is regular supervision taking place in the context of a recognized training programme in order to determine learning needs and review progress. Patel’s article [1] effectively evaluates postgraduate educational supervision in one UK trust. This was a mixed methods study in which educational supervisors and trainees working within a large UK trust were surveyed online abo...

In this paper, we propose a method for training neural networks when we have a large set of data with weak labels and a small amount of data with true labels. In our proposed model, we train two neural networks: a target network, the learner and a confidence network, the meta-learner. The target network is optimized to perform a given task and is trained using a large set of unlabeled data that...

Learning is central to the functions of a school and it is important that instruction which is used as a basic tool to promote learning is perfected. It is generally believed that if teachers are left to themselves they may not try to develop their teaching skills. This then, underlines the significance of instructional supervision to help teachers improve their teaching skills. However, as Har...

OBJECTIVE To discuss the role of caregiver supervision in child-injury risk, with attention given to definitional and methodological issues and outlining important questions to be addressed in future research. METHODS Analysis, synthesis, and critique of existing literature. RESULTS Comparisons across studies are difficult because of insufficient specificity regarding what constitutes super...

In your intrapsychic space, we find the internal relation to your familiar objects of identification being represented, as you very nicely explain in your paper using specific words (mirror and black laces), but also your “internal supervisor”, which I understand as your ethical position in relation to different aspects of your life and professional identifications, etc., which (when in the pre...