Sökning: "Vanya Avramova"

Hittade 1 uppsats innehållade orden Vanya Avramova.

  1. 1. Curriculum Learning with Deep Convolutional Neural Networks

    Master-uppsats, KTH/Skolan för datavetenskap och kommunikation (CSC)

    Författare :Vanya Avramova; [2015]
    Nyckelord :curriculum learning; deep learning; computer vision; convolutional neural networks;

    Sammanfattning : Curriculum learning is a machine learning technique inspired by the way humans acquire knowledge and skills: by mastering simple concepts first, and progressing through information with increasing difficulty to grasp more complex topics. Curriculum Learning, and its derivatives Self Paced Learning (SPL) and Self Paced Learning with Diversity (SPLD), have been previously applied within various machine learning contexts: Support Vector Machines (SVMs), perceptrons, and multi-layer neural networks, where they have been shown to improve both training speed and model accuracy. LÄS MER