77 citations · 77 across the 1 of their papers we have counts for
2 papers
cs.PF2018
LIRS: Enabling efficient machine learning on NVM-based storage via a lightweight implementation of random shuffling
Zhi-Lin Ke, Hsiang-Yun Cheng, Chia-Lin Yang
Machine learning algorithms, such as Support Vector Machine (SVM) and Deep Neural Network (DNN), have gained a lot of interests recently. When training a machine learning algorithm…
cs.DC2018★ 77 cited
Efficient and Robust Parallel DNN Training through Model Parallelism on Multi-GPU Platform
Chi-Chung Chen, Chia-Lin Yang, Hsiang-Yun Cheng
The training process of Deep Neural Network (DNN) is compute-intensive, often taking days to weeks to train a DNN model. Therefore, parallel execution of DNN training on GPUs is a…