Joseph is a Professor in the EECS department at UC Berkeley, a co-director and founding member of the UC Berkeley RISE Lab and a member of the Berkeley AI Research (BAIR Group). His research interests span machine learning and data systems and he has a wide range of projects including:
- real-time model serving
- dynamic deep neural networks
- machine learning on edge devices
- accelerated deep learning for high-resolution computer vision
- new cryptographic primitives for federated learning
- frameworks for deep reinforcement learning and parameter tuning
- explainable reinforcement learning
- software platforms for autonomous vehicles
- new approaches to cloud computing
In 2020, Joseph launched a new stealth company based on his research to radically simplify the process of deploying advanced analytics and machine learning in modern data driven enterprises. Prior to joining Berkeley, Joseph co-founded Turi Inc. (formerly GraphLab), which was based on his thesis work on the GraphLab and PowerGraph Systems. Turi was eventually acquired by Apple.
News
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POET is featured by IEEE Spectrum! The first demonstration on how to train SOTA ML models on smartphones and resource constrained edge devices.
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Joseph is starting to explore some of the underlying design decisions in feature stores. Checkout out recent blog Feature Stores: The Data Side of ML Pipelines.
Current Masters Students, Graduate Students, and Post-docs
- Lisa Dunlap
- Yu Gai
- Paras Jain
- Debbie Liang
- Kevin Lin
- Sukrit Kalra
- Charles Packer
- Shishir Patil
- Nathan Pemberton
- Suzanne Petryk
- Daniel Rothchild
- Peter Schafhalter
- Eyal Sela
- Brijen Thananjeyan
- Alvin Wan
- Sarah Wooders
- Justin Wong
- Tianjun Zhang
- Lianmin Zheng
Post-docs
Former Students and Post-docs
- Daiyaan Arfeen
- Francios Belletti
- Jianfei Chen
- Daniel Crankshaw
- Aman Dhar
- Rehan Durrani
- Edward Fang
- Vlad Feinberg
- Noah Golmant
- Daniel Ho
- Weston Hughes
- Samvit Jain
- Sona Jeswani
- Alvin Kao
- Alexander Ku
- Scott Lee
- Cathy Li
- Richard Liaw
- Yika Yujia Luo
- Simon Mo
- Mong Ng
- Ashwinee Panda
- Devin Petersohn
- Vikram Sreekanti
- Hari Subbaraj
- Victor Sun
- Alexey Tumanov
- Nikita Vemuri
- Xin Wang
- Matthew Wright
- Chenggang Wu
- Flora Xue
- Neeraja Yadwadkar
- Andy Yan
- Corey Zumar
Research Opportunities for Undergraduate Students
We are also looking for motivated undergraduate students who would like to get involved in doing cutting edge research. If you are an undergraduate at Berkeley and are interested in getting involved in research please fill out the DARE Application.
Funding
This research is funded by the RISE Lab NSF Expedition grant, NSF CAREER Award, and the consortium of industrial sponsors:
