Essays about: "CIFAR10"

Showing result 6 - 10 of 10 essays containing the word CIFAR10.

  1. 6. A Reward-based Algorithm for Hyperparameter Optimization of Neural Networks

    University essay from Karlstads universitet/Institutionen för matematik och datavetenskap (from 2013)

    Author : Olov Larsson; [2020]
    Keywords : Convolutional Neural Networks; Reinforcement Learning; Hyperparameter Optimization; Faltande Neurala Nätverk; Förstärkningsinlärning; Hyperparameteroptimering;

    Abstract : Machine learning and its wide range of applications is becoming increasingly prevalent in both academia and industry. This thesis will focus on the two machine learning methods convolutional neural networks and reinforcement learning. READ MORE

  3. 7. Explainable AI as a Defence Mechanism for Adversarial Examples

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

    Author : Harald Stiff; [2019]
    Keywords : ;

    Abstract : Deep learning is the gold standard for image classification tasks. With its introduction came many impressive improvements in computer vision outperforming all of the earlier machine learning models. READ MORE

  4. 8. Finding mislabeled data in datasets : A study on finding mislabeled data in datasetsby studying loss function

    University essay from Uppsala universitet/Datalogi

    Author : Salam Jadari; [2019]
    Keywords : loss functions; mislabeled; label noise; datasets; VGG16; MNIST; CIFAR10; lossfunktioner; felmärkning; dataset; VGG16; MNIST; CIFAR10;

    Abstract : The amount of data keeps growing thus making the handling of all data to anextensive task. Most data needs preprocessing in different ways and to ease thisprocess methods and techniques are required.The aim of the thesis is to find mislabeled data in datasets by studying trainingrelated metrics for individual data-points. READ MORE

  5. 9. Investigating the NIN Structure

    University essay from KTH/Skolan för datavetenskap och kommunikation (CSC)

    Author : Viktor Holmér; Lukas Lundmark; [2016]
    Keywords : NIN Network in Convolutional Investigating Neural Artificial Computer Vision;

    Abstract : In this thesis the NIN artificial neural network structure created by Min Lin et al in 2014 is investigated. This is done by varying stage numbers and layer depth. By doing this ten different networks including the original NIN were created. READ MORE

  6. 10. Methods for Increasing Robustness of Deep Convolutional Neural Networks

    University essay from Högskolan i Halmstad/Akademin för informationsteknologi

    Author : Matej Uličný; [2015]
    Keywords : adversarial examples; deep neural network; noise robustness;

    Abstract : Recent discoveries uncovered flaws in machine learning algorithms such as deep neural networks. Deep neural networks seem vulnerable to small amounts of non-random noise, created by exploiting the input to output mapping of the network. Applying this noise to an input image drastically decreases classication performance. READ MORE