Project

Optimizing Deep learning networks for resource limited devices

As machine learning algorithms have become more practical, there has been much effort to implement them on edge devices that can be used in daily lives. We focus on some trendy topic of optimization CNN on device.

1. Using Binarization CNN

2. Prunning

3. Quantization

4. Neural Architecture Search.

PUBLICATIONS

1. D. H. Le and T. V. Pham, "Improving Bi-Real Net with block-wise quantization and multiple-steps binarization on activation," 2020 RIVF International Conference on Computing and Communication Technologies (RIVF), Ho Chi Minh, Vietnam, 2020, pp. 1-6, doi: 10.1109/RIVF48685.2020.9140782.