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Pregled bibliografske jedinice broj: 584308

Parallel Neural Network Training with OpenCL


Krpan, Nenad; Jakobović, Domagoj
Parallel Neural Network Training with OpenCL // MIPRO 2012 International Convention
Opatija, 2012. str. 1234-1238 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Parallel Neural Network Training with OpenCL

Autori
Krpan, Nenad ; Jakobović, Domagoj

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
MIPRO 2012 International Convention / - Opatija, 2012, 1234-1238

ISBN
978-953-233-069-4

Skup
MIPRO 2012 International Convention

Mjesto i datum
Opatija, Hrvatska, 21-25.05.2012

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Neural network; OpenCL

Sažetak
This paper describes the parallelization of neural network training algorithms on heterogeneous architectures with graphical processing units (GPU). The algorithms used for training are particle swarm optimization and backpropagation. Parallel versions of both methods are presented and speedup results are given as compared to the sequential version. The efficiency of parallel training is investigated in regards to various neural network and training parameters.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
036-0362980-1921 - Računalne okoline za sveprisutne raspodijeljene sustave (Siniša Srbljić, )

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb

Autor s matičnim brojem:
Domagoj Jakobović, (223294)