معرفی
Hui Guan is an Assistant Professor at the Manning College of Information and Computer Sciences (CICS) at the University of Massachusetts Amherst. Currently on leave, she works at Amazon AWS developing LLM systems. She holds a PhD in Electrical Engineering from North Carolina State University (2020) and is a member of the PLASMA lab at UMass.
Education:
- PhD in Electrical Engineering, North Carolina State University, 2020
Research Interests: Focuses on machine learning systems, optimizing deep multitask and graph learning. Aims to improve efficiency, scalability, and reliability of ML through system innovations. Leverages principles like composability and locality awareness to democratize ML applications.
Awards:
- NSF CAREER Award (2024)
- Amazon Research Award (2022)
- NCSU ECE Distinguished Dissertation Award (2020)
- IBM PhD Fellowship (2015-2018)
Grants and Projects: Includes NSF support for projects like Adaptive Deep Learning Systems and Memory-Driven Collaboration for Embedded Systems. Received grants from Adobe and Dolby.
Students and Advising: Advises PhD students including Lijun Zhang, Kunjal Panchal, and Qizheng Yang. Collaborates with students from other groups like Sohaib Ahmad.
Labs and Teams: Active member of the PLASMA lab, focusing on programming languages and systems research.
