Huaizheng Zhang (张怀政)

Founding Engineer @ BreezeML.

Ph.D. @ Nanyang Technological University, Singapore.

Founder @ Awesome AI Engineering & MLSys and MLOps Community.

[GitHub] [Google Scholar] [Twitter] [Linkedin] [ZhiHu]

E-mail: huaizheng [at] breezeml.ai

About Me

- I am the Founding Engineer of BreezeML now. Previously, I worked as an algorithm engineer at Alibaba Group. I also did a six-month internship at ByteDance AI Lab as an AI system research intern.

- I obtain my Ph.D. degree from Nanyang Technological University, Singapore.

- I am the founder of several open-source projects like [awesome-system-for-machine-learning] on GitHub.

- My major research interests include large scale machine learning system, deep multimodal learning, video analysis, etc.

My Talks & Courses in MLSys & MLOps

Selected Demos in MLSys & MLOps

- MLModelCI: An Automatic Cloud Platform for Efficient MLaaS

- ModelPS: An Interactive and Collaborative Platform for Editing Pre-trained Models at Scale

- Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud

Selected Papers in MLSys & MLOps

- Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI

  Huang Yizheng*, Huaizheng Zhang*, Yuanming Li, Chiew Tong Lau, Yang You

  NeurIPS 2022 Workshop on Human in the Loop Learning

  [arxiv][code]

- InferBench: Understanding Deep Learning Inference Serving with an Automatic Benchmarking System

  Huaizheng Zhang, Yizheng Huang, Yonggang Wen, Jianxiong Yin, Kyle Guan

  [arxiv]

- ModelCI-e: Enabling Continual Learning in Deep Learning Serving Systems

  Yizheng Huang*, Huaizheng Zhang*, Yonggang Wen, Peng Sun, Nguyen Binh Duong TA (* equal contribution)

  [arxiv]

- ModelPS: An Interactive and Collaborative Platform for Editing Pre-trained Models at Scale

  Yuanming Li*, Huaizheng Zhang*, Shanshan Jiang, Fan Yang, Yonggang Wen, Yong Luo (* equal contribution)

  Pretrain@KDD2021

  [arxiv][demo]

- MLModelCI: An Automatic Cloud Platform for Efficient MLaaS

  Huaizheng Zhang, Yuanming Li, Yizheng Huang, Yonggang Wen, Jianxiong Yin, Kyle Guan

  ACMMM 2020 (OSC)

  [arxiv][code]

- Hysia: Serving DNN-Based Video-to-Retail Applications in Cloud

  Huaizheng Zhang, Yuanming Li, Qiming Ai, Yong Luo, Yonggang Wen, Yichao Jin, Nguyen Binh Duong Ta

  ACMMM 2020 (OSC)

  [arxiv][code]

Selected Open-source Projects

- Awesome-System-for-Machine-Learning [GitHub]

- ALaaS: Active Learning as a Service. [GitHub]

- Awesome-Deep-Learning-for-Video-Analysis [GitHub]

- Machine Learning Model CI [GitHub]

Service

Review: ACMMM2022, AAAI 2021, IJCAI 2021, CIKM 2020, ICDM 2020, TMM, TCSVT, TNNLS

TA: RE1016(Edge AI), CX1015 (Introduction to Data Science and Artificial Intelligence)

CZ2002 (Object-Oriented Design & Programming), CZ3002 (Project Management)