Finding non-uniform quantization schemes using multi-task Gaussian processes

We propose a novel method for neural network quantization that casts the neural architecture search problem as one of hyperparameter search to find non-uniform bit distributions throughout the layers of a CNN. We perform the search assuming a Multi-Task Gaussian Processes prior, which splits the pro...

पूर्ण विवरण

ग्रंथसूची विवरण
मुख्य लेखकों: Gennari do Nascimento, M, Costain, TW, Prisacariu, VA
स्वरूप: Internet publication
भाषा:English
प्रकाशित: 2020