Pregled bibliografske jedinice broj: 584308
Parallel Neural Network Training with OpenCL
Parallel Neural Network Training with OpenCL // 2012 Proceedings of the 35th International Convention MIPRO
Opatija: Institute of Electrical and Electronics Engineers (IEEE), 2012. str. 1234-1238 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
CROSBI ID: 584308 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
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
2012 Proceedings of the 35th International Convention MIPRO
/ - Opatija : Institute of Electrical and Electronics Engineers (IEEE), 2012, 1234-1238
ISBN
978-953-233-069-4
Skup
MIPRO 2012 International Convention
Mjesto i datum
Opatija, Hrvatska, 21.05.2012. - 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
Projekti:
MZO-ZP-036-0362980-1921 - Računalne okoline za sveprisutne raspodijeljene sustave (Srbljić, Siniša, MZO ) ( CroRIS)
Ustanove:
Fakultet elektrotehnike i računarstva, Zagreb
Profili:
Domagoj Jakobović
(autor)
