Essays about: "Teacher-Student models"

Found 3 essays containing the words Teacher-Student models.

  1. 1. Enhancing Neural Network Accuracy on Long-Tailed Datasets through Curriculum Learning and Data Sorting

    University essay from KTH/Matematik (Avd.)

    Author : Daniel Barreira; [2023]
    Keywords : Machine Learning; Neural Network; CORAL-framework; Long-Tailed Data; Imbalance Metrics; Teacher-Student models; Curriculum Learning; Training Scheme; Maskininlärning; Neuralt Nätverk; CORAL-ramverk; Long-Tailed Data; Imbalance Metrics; Teacher-Student modeler; Curriculum Learning; Tränings- scheman;

    Abstract : In this paper, a study is conducted to investigate the use of Curriculum Learning as an approach to address accuracy issues in a neural network caused by training on a Long-Tailed dataset. The thesis problem is presented by a Swedish e-commerce company. READ MORE

  3. 2. Compression and Distribution of a Neural Network With IoT Applications

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Hannes Backe; David Rydberg; [2021]
    Keywords : Machine Learning; Neural Network; IoT; Compression; Pruning; Knowledge Distillation KD ; Distributed Machine Learning DML ;

    Abstract : In order to enable deployment of large neuralnetwork models on devices with limited memory capacity, refinedmethods for compressing these are essential. This project aimsat investigating some possible solutions, namely pruning andpartitioned logit based knowledge distillation, using teacherstudentlearning methods. READ MORE

  4. 3. Effect of Professional Development and Self-efficacy on Teachers’ Job Satisfaction in Swedish Lower Secondary School

    University essay from Göteborgs universitet/Institutionen för pedagogik och specialpedagogik

    Author : Xin Liu; [2018-08-25]
    Keywords : Job satisfaction; ; Self-efficacy; Professional development; Constructive belief; Classroomdisciplinary climate;

    Abstract : Aim: The intent of this study is to examine the effect of professional development and self-efficacy on job satisfaction of teachers who work at the lower secondary schools in Sweden. The second part of the study is to investigate the internal factors of teachers’ characteristics and external factors of school climate effect on job satisfaction. READ MORE