Grigori Fursin
Grigori Fursin is a British[2] computer scientist, vice president of MLOps at OctoML[3] and the president of the non-profit CTuning foundation. His research group created open-source machine learning based self-optimizing compiler, MILEPOST GCC, considered to be the first in the world.[4] At the end of the MILEPOST project he established cTuning foundation to crowdsource program optimisation and machine learning across diverse devices provided by volunteers. His foundation also developed Collective Knowledge Framework to support open research. Since 2015 Fursin leads Artifact Evaluation at several ACM and IEEE computer systems conferences. He is also a founding member of the ACM taskforce on Data, Software, and Reproducibility in Publication.[5]
Grigori Fursin | |
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Alma mater | |
Known for | MILEPOST GCC, cTuning foundation, Collective Knowledge framework, Artifact Evaluation at ACM/IEEE/NIPS conferences |
Awards |
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Scientific career | |
Fields | Computer engineering Machine learning |
Institutions | |
Thesis | Iterative Compilation and Performance Prediction for Numerical Applications (2004 ) |
Website | fursin |
Education
Fursin received a Master of Science degree in physics and mathematics from the Moscow Institute of Physics and Technology in 1999. He completed his PhD in computer science at the University of Edinburgh in 2005. While in Edinburgh, he worked on foundations of practical program autotuning and performance prediction.[6]
Notable projects
- Collective Knowledge – open-source framework to help researchers and practitioners organize their software projects as a database of reusable components and portable workflows with common APIs based on FAIR principles,[7] and quickly prototype, crowdsource and reproduce research experiments.
- MILEPOST GCC – open-source technology to build machine learning based compilers.
- Interactive Compilation Interface – plugin framework to expose internal features and optimisation decisions of compilers for external auto tuning and learning.
- cTuning foundation – non-profit research organisation developing open-source tools and common methodology for collaborative and reproducible experimentation.
References
- HiPEAC info 50 (page 8), April 2017
- Companies House profile, June 2015
- LinkedIn profile, September 2022
- World's First Intelligent, Open Source Compiler Provides Automated Advice on Software Code Optimization, IBM press-release, June 2009 (link)
- "The ACM Task Force on Data, Software, and Reproducibility in Publication". Retrieved 5 December 2017.
- Grigori Fursin. "Resume". Retrieved 21 May 2017.
- Fursin, Grigori (October 2020). Collective Knowledge: organizing research projects as a database of reusable components and portable workflows with common APIs. Philosophical Transactions of the Royal_Society. doi:10.6084/m9.figshare.12988361. Retrieved 22 October 2020.