Berkin Akin

Software Engineer, Google

Joined

February 2020

Names

Berkin Akin (Preferred)

Emails

****@google.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Software Engineer

Google (google.com)

2019 – Present

Research Scientist

Intel (intel.com)

2015 – 2019

PhD student

Carnegie Mellon University (cmu.edu)

2010 – 2015

Advisors, Relations & Conflicts

PhD Advisor

James Hoe

2010 – 2015

PhD Advisor

Franz Franchetti

2010 – 2015

Expertise

Deep Learning

Present

Computer Architecture

Present

Publications

An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks
Kiran Seshadri, Berkin Akin, James Laudon, Ravi Narayanaswami, Amir Yazdanbakhsh
- Published: 01 Jan 2022, Last Modified: 16 Nov 2023
- IISWC 2022
- Readers: Everyone
Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs
Berkin Akin, Suyog Gupta, Yun Long, Anton Spiridonov, Zhuo Wang, Marie White, Hao Xu, Ping Zhou, Yanqi Zhou
- Published: 01 Jan 2022, Last Modified: 16 Nov 2023
- CVPR Workshops 2022
- Readers: Everyone
Searching for Efficient Neural Architectures for On-Device ML on Edge TPUs
Berkin Akin, Suyog Gupta, Yun Long, Anton Spiridonov, Zhuo Wang, Marie White, Hao Xu, Ping Zhou, Yanqi Zhou
- Published: 01 Jan 2022, Last Modified: 16 Nov 2023
- CoRR 2022
- Readers: Everyone
Towards the Co-design of Neural Networks and Accelerators
Yanqi Zhou, Xuanyi Dong, Tianjian Meng, Mingxing Tan, Berkin Akin, Daiyi Peng, Amir Yazdanbakhsh, Da Huang, Ravi Narayanaswami, James Laudon
- Published: 01 Jan 2022, Last Modified: 16 Nov 2023
- MLSys 2022
- Readers: Everyone
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks
Amir Yazdanbakhsh, Kiran Seshadri, Berkin Akin, James Laudon, Ravi Narayanaswami
- 17 May 2021
- OpenReview Archive Direct Upload
- Readers: Everyone
Apollo: Transferable Architecture Exploration
Amir Yazdanbakhsh, Christof Angermueller, Berkin Akin, Yanqi Zhou, Albin Jones, Milad Hashemi, Kevin Swersky, Satrajit Chatterjee, Ravi Narayanaswami, James Laudon
- 17 May 2021 (modified: 25 Apr 2023)
- OpenReview Archive Direct Upload
- Readers: Everyone
Apollo: Transferable Architecture Exploration
Amir Yazdanbakhsh, Christof Angermüller, Berkin Akin, Yanqi Zhou, Albin Jones, Milad Hashemi, Kevin Swersky, Satrajit Chatterjee, Ravi Narayanaswami, James Laudon
- 2021 (modified: 16 Nov 2023)
- CoRR 2021
- Readers: Everyone
An Evaluation of Edge TPU Accelerators for Convolutional Neural Networks
Amir Yazdanbakhsh, Kiran Seshadri, Berkin Akin, James Laudon, Ravi Narayanaswami
- 2021 (modified: 06 Oct 2021)
- CoRR 2021
- Readers: Everyone
MobileDets: Searching for Object Detection Architectures for Mobile Accelerators
Yunyang Xiong, Hanxiao Liu, Suyog Gupta, Berkin Akin, Gabriel Bender, Yongzhe Wang, Pieter-Jan Kindermans, Mingxing Tan, Vikas Singh, Bo Chen
- 2021 (modified: 18 Nov 2022)
- CVPR 2021
- Readers: Everyone
Discovering Multi-Hardware Mobile Models via Architecture Search
Grace Chu, Okan Arikan, Gabriel Bender, Weijun Wang, Achille Brighton, Pieter-Jan Kindermans, Hanxiao Liu, Berkin Akin, Suyog Gupta, Andrew Howard
- Published: 01 Jan 2021, Last Modified: 12 May 2023
- CVPR Workshops 2021
- Readers: Everyone

View all 34 publications

Co-Authors

View all 63 co-authors