no code implementations • 5 Feb 2021 • Huaizheng Zhang, Meng Shen, Yizheng Huang, Yonggang Wen, Yong Luo, Guanyu Gao, Kyle Guan
To save bandwidth and reduce RTT, VPaaS provides a new video streaming protocol that only sends low-quality video to the cloud.
no code implementations • 4 Nov 2020 • Huaizheng Zhang, Yizheng Huang, Yonggang Wen, Jianxiong Yin, Kyle Guan
Our system design follows the best practice in DL clusters operations to expedite day-to-day DL service evaluation efforts by the developers.
2 code implementations • 9 Jun 2020 • Huaizheng Zhang, Yuanming Li, Yizheng Huang, Yonggang Wen, Jianxiong Yin, Kyle Guan
MLModelCI provides multimedia researchers and developers with a one-stop platform for efficient machine learning (ML) services.
1 code implementation • 24 May 2018 • Yuanlong Li, Linsen Dong, Xin Zhou, Yonggang Wen, Kyle Guan
Model-based reinforcement learning (MBRL) has been proposed as a promising alternative solution to tackle the high sampling cost challenge in the canonical reinforcement learning (RL), by leveraging a learned model to generate synthesized data for policy training purpose.
no code implementations • 15 Sep 2017 • Yuanlong Li, Yonggang Wen, Kyle Guan, DaCheng Tao
Specifically, we propose an end-to-end cooling control algorithm (CCA) that is based on the actor-critic framework and an off-policy offline version of the deep deterministic policy gradient (DDPG) algorithm.