I am a research engineer at the High-Performance Computing Center, Renmin University of China. I’m broadly interested in High-Performance Data Analysis, Data Science, and Machine Learning Systems. I am a technical evangelist, having authored articles and tutorials on diverse topics, including distributed computing (e.g. Flink, Scalable Python). Furthermore, I have published several books and delivered presentations at various industrial and academic conferences.
Before joining Renmin University, I had garnered years of experience working with some of the leading Chinese tech companies. For example, at Xiaomi Inc. (小米), I held the position of Big Data Engineer, where I developed the recommendation system for the Xiaomi Browser.
Research Interests
- High-Performance Computing: machine learning systems, high-performance AI systems
- Data Science: data science frameworks and tools, large model for data analysis
I am open to collaborations, feel free to reach out.
🔥 News
- 2024.03: 🎉🎉 Our paper “Xorbits: Automating Operator Tiling for Distributed Data Science” has been selected as the Best Paper Runner-Up Award at the ICDE 2024 Industrial and Application track!
📝 Publications
Xorbits: Automating Operator Tiling for Distributed Data Science
Weizheng Lu, Kaisheng He, Xuye Qin, Chengjie Li, Zhong Wang, Tao Yuan, Xia Liao, Feng Zhang, Yueguo Chen, Xiaoyong Du
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IEEE 40th International Conference on Data Engineering (ICDE 2024).
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🏆 Best Paper Runner-Up of Industrial and Application track
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Distributed and drop-in replacement of pandas and NumPy.
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FCSLarge Language Model for Table Processing: A Survey. Weizheng Lu, Jing Zhang, Ju Fan, Zihao Fu, Yueguo Chen, Xiaoyong Du. Frontiers of Computer Science (FCS). -
EMNLP DEMO 2024Xinference: Making Large Model Serving Easy. Weizheng Lu, Lingfeng Xiong, Feng Zhang, Xuye Qin, Yueguo Chen. -
华为昇腾神经网络加速器性能评测与优化. 鲁蔚征, 张峰, 贺寅烜, 陈跃国, 翟季冬, 杜小勇. 计算机学报 2022.
📒 Books
Python 数据科学加速 / Python Scalable Data Science
鲁蔚征, 秦续业 / Weizheng Lu, Xuye Qin
清华大学出版社 / Tsinghua University Press, 2024.
Flink 原理与实践 / Priciple and Practice about Flink
鲁蔚征 / Weizheng Lu
人民邮电出版社 / The People’s Posts and Telecommunications Press, 2021.