Jake Garrison
I was born in Spokane, Washington, attended University of Washington for undergraduate and graduate school. I built my own electric car around when I was 16, and this project served as a catalyst for my educational interests in college.
During my undergraduate years, I studied electrical engineering with a focus on power electronics and battery management for electric cars as well as analog audio circuits and digital signal processing. Additionally, I was an early researcher in autonomous driving using multimodal deep neural networks. I also developed various AI driven apps and software in startup type environments.
For graduate school, I joined the UW Ubicomp lab where I researched novel health sensing on mobile devices. My masters thesis was on sound based lung function testing. I continue to do this type of research at Google Health.
Authored Publications
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What Are The Odds? Language Models are Capable of Probabilistic Reasoning
Akshay Paruchuri
Shun Liao
Jake Sunshine
Tim Althoff
Daniel McDuff
arXiv (2024)
Optimizing Audio Augmentations for Contrastive Learning of Health-Related Acoustic Signals
Louis Blankemeier
Sebastien Baur
Diego Ardila
arXiv (2023)
Towards Accurate Differential Diagnosis with Large Language Models
Daniel McDuff
Anil Palepu
Amy Wang
Karan Singhal
Yash Sharma
Kavita Kulkarni
Le Hou
Sara Mahdavi
Sushant Prakash
Anupam Pathak
Shwetak Patel
Ewa Dominowska
Juro Gottweis
Joelle Barral
Kat Chou
Jake Sunshine
Arxiv (2023)
Whosecough: In-the-Wild Cougher Verification Using Multitask Learning
Matt Whitehill
Shwetak Patel
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 896-900
