Essays about: "Svante Åkesson"

Found 1 essay containing the words Svante Åkesson.

  1. 1. Use of Stochastic Switching in the Training of Binarized Neural Networks

    University essay from Lunds universitet/Institutionen för elektro- och informationsteknik

    Author : Svante Åkesson; [2022]
    Keywords : Machine Learning BNN Binarized Neural Network Deep Learning Convolutional Batchnormalization Stochastic Switching Training Gradient Accumulation Undo Binary Weights Memristor FTJ Hardware; Technology and Engineering;

    Abstract : Most prior research into the field of Binarized Neural Networks (BNNs) has been motivated by a desire to optimize Deep Learning computations on traditional hardware. These methods rely on bit-wise operations to drastically decrease computation time, however to address the resulting loss in accuracy it is common practice to reintroduce continuous parameters and train using batch normalization. READ MORE