Tim Dettmers
Office
8133 Gates and Hillman Centers
dettmers@cmu.edu
Department
Machine Learning Department
Computer Science Department
Research Areas
Research Interests
Machine Learning
Advisees
Biography
Tim Dettmers' work focuses on making foundation models, such as ChatGPT, accessible to researchers and practitioners by reducing their resource requirements. His main focus is to develop open-source agent systems that are competitive with closed-weight agents and can be run on consumer hardware, such as laptops. His research won oral, spotlight, and best paper awards at conferences such as ICLR and NeurIPS and was awarded the Block Award and Madrona Prize. He created the bitsandbytes open-source library for efficient foundation models, which is growing at 2.2 million installations per month, and for which he received Google Open Source and PyTorch Foundation awards.
Research Statement
My current research interests include:
- open-source agents
- on-device mixture of experts
- hierarchical LLM architectures and deployments
- scientific automation (including healthcare)
- automation with AI