Mateusz Ozga - Publications - Bridge of Knowledge

Mateusz Ozga

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Year 2019

Deep Learning Optimization for Edge Devices: Analysis of Training Quantization Parameters
Publication
- A. Kwaśniewska
- M. Szankin
- M. Ozga
- J. Wolfe
- A. Das
- A. Zajac
- J. Rumiński
- P. Rad
- Year 2019
This paper focuses on convolution neural network quantization problem. The quantization has a distinct stage of data conversion from floating-point into integer-point numbers. In general, the process of quantization is associated with the reduction of the matrix dimension via limited precision of the numbers. However, the training and inference stages of deep learning neural network are limited by the space of the memory and a...

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