CHEN Yuhan

Brief Biography

I am CHEN Yuhan, first year MPhil student in Data Science and Analysis Thrust of The Hong Kong University of Science and Technology (Guangzhou) supervised by Prof. CHU Xiaowen. I obtained my B.Eng. in Computer Science and Engineering from Sun Yat-sen University in 2023, supervised by Prof. CHEN Gang.

Research Interests

• CUDA & Ascend C kernel speedup
• LLM training & inference speedup
• High performance ML system, multi-GPU system

Publications

1. Towards Efficient and Reliable LLM Serving: A Real-World Workload Study, Yuxin Wang*, Yuhan Chen*, Zeyu Li, Zhenheng Tang, Rui Guo, Xin Wang, Qiang Wang, Amelie Chi Zhou, Xiaowen Chu**, arXiv preprint arXiv:2401.17644, 2024

Teaching

• DSAA5013 - Advanced Machine Learning, Spring 2024, Teaching Assistant, HKUST(GZ)

Selected Competitions & Awards

• TOP 8 (SS#6), Guangdong University Overwatch League 2024, DPS - Team HKUST(GZ)
• Second place, Overwatch Metal League 2024 Guangzhou Division, DPS - Team Guangzhou Red Bird
• First prize, 17th Challenge Cup National College Students' Extracurricular Academic Science and Technology Contest (Top 0.01% nationally)
• Special prize, 16th Challenge Cup Guangdong College Students' Extracurricular Academic Science and Technology Contest

Experiences

Cost-effective All-in-One Machine for Large Language Models to Tackle Smart City Challenges
High-Performance Fine-Tuning Optimization For Large Language Models

Research and Analysis of Real-time Performance Metrics of RTOS

• Conducted research and analysis of real-time performance metrics for real-time operating system, as part of the RTOS Key Research and Development Plans of Guangdong Province.
• Developed a real-time testing program for SylixOS and evaluated its performance on x86, Loongson, ARM, and other platforms. Ported it to MS-RTOS, successfully deployed and evaluated its performance on a STM32F412RET6 platform.

Read More

• Der Wille zur Macht & Übermensch

Latest update on Feb. 27th, 2024.