Binary Deep Neural Networks?

Does current matlab 2021a deeplearning toolbox support Binary Deep Neural Networks (BNN)? How is it trained and compressed? If not, will future versions integrate this feature? thanks

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Maksym Tymchenko
Maksym Tymchenko il 2 Nov 2023

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As of R2023b, MATLAB does not support Binary Deep Neural Networks (BNN). However, it does supports quantized deep neural networks. You can use the Deep Learning Toolbox Model Quantization Library support package to quantize a network to use 8-bit scaled integer data types. For more information, about how this technique works, see Quantization of Deep Neural Networks.

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