👨🎓 About Me
I’m a post-graduate student at Automation School, Beijing Institute of Technology (BIT), and received B.Eng. degree in Automation & Control, Shandong University (SDU). As a member of the State Key Laboratory of Intelligent Control and Decision of Complex Systems, I’m supervised by Chair Prof. Yuanqing Xia and Prof. Yufeng Zhan. I am active on & & to share my Blogs & Life & Codes. If you are seeking any form of academic cooperation, please feel free to email me at ppeak@foxmail.com.
My research interests include cloud resource management and Machine Learning Operations (MLOps), which aims to take machine learning models to production, and then maintain and monitor them.
📝 Publications
Sonnet: A Control-Theoretic Approach for Resource Allocation in Cluster Management
2024, Future Generation Computer Systems (SCI, IF=7.5, JCR Q1)
Ruifeng Ma, Yufeng Zhan*, Yuanqing Xia*, Chuge Wu, Liwen Yang, Runze Gao
Interless: Interference-Aware Deep Resource Prediction for Serverless Computing
2024, The 36th Chinese Control and Decision Conference (IEEE, EI Conference)
Ruifeng Ma, Yufeng Zhan, Tijin Yan, Yuanqing Xia* and Yasir Ali
2024, IEEE Access (SCI, IF=3.9)
Yasir Ali, Yaunqing Xia*, Tayyab Manzoor, Shahzad Ali, Mohamed Abouhawwash, S. S. Aakar, Amit Krishan Kumar and Ruifeng Ma
🎖 Honors and Awards
- 2023.12 The Second Prize Scholarship of Beijing Institute of Technology.
- 2023.01 The Third Prize of National Graduate Mathematics Modeling Competition.
- 2022.12 Excellent student of Beijing Institute of Technology.
- 2022.12 The First Prize Scholarship of Beijing Institute of Technology.
- 2022.06 The Third Prize of MathorCup Mathematics Modeling Competition.
- 2022.03 The Second Prize of MathorCup Mathematics Modeling Competition.
- 2021.12 The First Prize Scholarship of Beijing Institute of Technology.
- 2021.11 The Second Prize of National Graduate Mathematics Modeling Competition.
- 2018.11 The Second Prize Scholarship of Shandong University. (Top 8%)
📖 Educations
- 2021.09 - 2024.06, Post-graduate, Automation School, Beijing Institute of Technology, Beijing.
- 2017.09 - 2021.06, Undergraduate, School of Control Science and Engineering, Shandong University, Jinan.
💻 Technical Skills
- Software: Matlab&Simulink, C, Python, Pytorch, Golang, Bash, Linux, Docker, Kubernetes, Openfaas, LATEX, MS Office
- Languages: English (IELTS - 6.0), Chinese (Native)
🧑💼 Professional Experience
- 2018.07 - 2018.08, Shanghai Jiaotong University AiC Summer School. Participated in the VEX robot competition and redesign the robot structure according to the requirements.
- 2021.06 - 2021.08, SHAREit Group, Machine Learning Interns. Designed a sorting algorithm for advertising recommendation. And completed the phase I scheme of automatic generation of e-commerce advertising pictures.
- 2022.02 - 2022.03, Chengdu New Economic Development Academy, Researcher. Built evaluation indicators for enterprise evaluation innovation index.