His research at Berkeley has focused on the intersection of high performance computing and machine learning. Working with a number of graduate students at Berkeley, Keutzer developed FireCaffe, which scaled the training of deep neural networks to over 100 GPUs. Later, with LARS and LAMB optimizers, they scaled it to over 1000 servers.[5][6][7][8] Keutzer and his students also developed deep neural networks such as SqueezeNet, SqueezeDet, and SqueezeSeg, which can run efficiently on mobile devices.[9]
On October 1, 2019, electric vehicle manufacturer Tesla, Inc. purchased DeepScale to augment and accelerate its self-driving vehicle work.[12]
Honors and awards
Keutzer was named a Fellow of the IEEE in 1996.[13]
Recipient of DAC Most Influential Paper (MIP) award (24th DAC, 1987) for his "Dagon: technology binding and local optimization by DAG matching” publication.[14]
Books by Keutzer
1988. Dwight Hill, Don Shugard, John Fishburn, and Kurt Keutzer. Algorithms and Techniques for VLSI Layout Synthesis. Springer.[15]
1994. Srinivas Devadas, Abhijit Ghosh, and Kurt Keutzer. Logic Synthesis. McGraw-Hill.[16]
2002. David Chinnery and Kurt Keutzer. Closing the Gap Between ASIC & Custom: Tools and Techniques for High-Performance ASIC Design. Springer.[17][18] (2nd edition appeared in 2007.[19])
2004. Pinhong Chen, Desmond A. Kirkpatrick, and Kurt Keutzer. Static Crosstalk-Noise Analysis: For Deep Sub-Micron Digital Designs. Springer.[20]
2005. Matthias Gries and Kurt Keutzer. Building ASIPs: The Mescal Methodology. Springer.[21]
^Iandola, Forrest N.; Ashraf, Khalid; Moskewicz, Matthew W.; Keutzer, Kurt (2015). "FireCaffe: Near-linear acceleration of deep neural network training on compute clusters". arXiv:1511.00175 [cs.CV].
^Chinnery, David; Keutzer, Kurt (2002-06-30). Closing the Gap Between ASIC & Custom: Tools and Techniques for High-Performance ASIC Design. Springer. ISBN1-4020-7113-2.
^Closing the Power Gap between ASIC & Custom: Tools and Techniques for Low Power Design, 2007 Edition. ISBN0-387-25763-2.
^Chen, Pinhong; Kirkpatrick, Desmond A.; Keutzer, Kurt (2004-06-07). Static Crosstalk-Noise Analysis: For Deep Sub-Micron Digital Designs. Springer. ISBN1-4020-8091-3.
^Gries, Matthias; Keutzer, Kurt (2005-06-28). Building ASIPs: The Mescal Methodology. Springer. ISBN0-387-26057-9.