My name is Logan Weber, and I'm a PhD student at MIT, working with Saman Amarasinghe and Michael Carbin. My research interests are at the intersection of programming languages, machine learning, and systems.
Previously, I was a BS/MS student in the CS department at UW, where I worked in the PLSE and SAMPL groups. I was extremely lucky to be mentored by Jared Roesch and Tianqi Chen and to have Zachary Tatlock as an advisor.
Research ProjectsLook here for more detailed descriptions.
- µTVM, a compiler approach to ML on microcontrollers using the power of TVM.
- Relay, a functional and differentiable intermediate representation for ML.
- RelayBench, a framework for performing scalable and reproducible machine learning experiments in a language-agnostic fashion.
Relay: A New IR for Machine Learning Frameworks
Jared Roesch, Steven Lyubomirsky, Logan Weber, Josh Pollock, Marisa Kirisame, Tianqi Chen, Zachary Tatlock
Proceedings of the 2nd ACM SIGPLAN International Workshop on Machine Learning and Programming Languages (MAPL 2018).
µTVM: Deep Learning on Bare-Metal Devices
Poster Presentation at ARM Research Summit 2019