AlexNet
AlexNet ni mtandao wa kina wa hisia (CNN) ulioanzishwa na Alex Krizhevsky, Ilya Sutskever, na Geoffrey Hinton mwaka 2012. Ulishinda mashindano ya ImageNet Large Scale Visual Recognition Challenge (ILSVRC 2012) kwa kiwango cha makosa cha juu-5 cha 15.3%, ukizidi mshindi wa pili kwa zaidi ya pointi 10 za asilimia na kuamsha tena shauku pana katika ujifunzaji wa kina. Usanifu huo ulianzisha au kueneza mbinu kadhaa - uanzishaji wa ReLU, udhibiti wa kupungua, na mafunzo ya GPU nyingi - ambazo zikawa mazoezi sanifu katika nyanja hiyo.
Soma mbinu kamili
Ingia kwa akaunti ya bure ili kusoma sehemu hii.
Method map
The neighbourhood of related methods — select a node to explore.
Vyanzo
- Krizhevsky, A., Sutskever, I., & Hinton, G. E. (2012). ImageNet Classification with Deep Convolutional Neural Networks. Advances in Neural Information Processing Systems, 25, 1097–1105. (Republished: Communications of the ACM, 60(6), 84–90, 2017.) DOI: 10.1145/3065386 ↗
- Goodfellow, I., Bengio, Y., & Courville, A. (2016). Deep Learning (Ch. 9: Convolutional Networks). MIT Press. ISBN: 978-0-262-03561-3
- LeCun, Y., Bengio, Y., & Hinton, G. E. (2015). Deep Learning. Nature, 521, 436–444. DOI: 10.1038/nature14539 ↗
Jinsi ya kunukuu ukurasa huu
ScholarGate. (2026, June 3). AlexNet (Krizhevsky–Sutskever–Hinton Deep Convolutional Neural Network). ScholarGate. https://scholargate.app/sw/deep-learning/alexnet
Which method?
Set this method beside its closest kin and read them side by side — the library lays the books on the table; the choice is yours.
- Batch NormalizationUjifunzaji wa Kina↔ compare
- DropoutUjifunzaji wa Kina↔ compare
- ResNet (Mtandao wa Mabaki)Ujifunzaji wa Kina↔ compare
Imerejelewa na
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