Training Spiking Neural Networks Using Lessons From Deep Learning

The brain is the perfect place to look for inspiration to develop more efficient neural networks. The inner workings of our synapses and neurons provide a glimpse at what the future of deep learning might look like. This article serves as a tutorial and perspective showing how to apply the lessons l...

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Veröffentlicht in:	Proceedings of the IEEE Jg. 111; H. 9; S. 1016 - 1054
Hauptverfasser:	Eshraghian, Jason K., Ward, Max, Neftci, Emre O., Wang, Xinxin, Lenz, Gregor, Dwivedi, Girish, Bennamoun, Mohammed, Jeong, Doo Seok, Lu, Wei D.
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	New York IEEE 01.09.2023 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:	Australia Back propagation Back propagation networks Biological neural networks Brain modeling Deep learning Distance learning Electronic learning neural code Neural networks neuromorphic Neuromorphics Neurons online learning Online tutorials spiking neural networks (SNNs) Synapses Training Tutorials
ISSN:	0018-9219, 1558-2256
Online-Zugang:	Volltext
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