Jeff Dean Explained

Jeff Dean
Birth Date:day=23 month=7 year=1968
Birth Place:Hawaii
Nationality:American
Field:Computer Technology
Work Institution:Google
Digital Equipment Corporation
Alma Mater:University of Minnesota, B.S. Computer Science and Engineering (1990)
University of Washington, Ph.D. Computer Science (1996)
Doctoral Advisor:Craig Chambers
Thesis Title:Whole-program optimization of object-oriented languages
Thesis Year:1996
Thesis Url:ftp://ftp.cs.washington.edu/pub/chambers/jdean-thesis.ps.gz
Known For:MapReduce, Bigtable, Spanner, TensorFlow

Jeffrey Adgate "Jeff" Dean (born July 23, 1968) is an American computer scientist and software engineer. Since 2018, he has been the lead of Google AI.[1] He was appointed Google's chief scientist in 2023 after the merger of DeepMind and Google Brain into Google DeepMind.[2]

Education

Dean received a B.S., summa cum laude, from the University of Minnesota in computer science and economics in 1990.[3] His undergraduate thesis was on neural networks in C programming, advised by Vipin Kumar.[4] [5]

He received a Ph.D. in computer science from the University of Washington in 1996, working under Craig Chambers on compilers and whole-program optimization techniques for object-oriented programming languages.[6] He was elected to the National Academy of Engineering in 2009, which recognized his work on "the science and engineering of large-scale distributed computer systems".[7]

Career

Before joining Google, Dean worked at DEC/Compaq's Western Research Laboratory,[8] where he worked on profiling tools, microprocessor architecture and information retrieval.[9] Much of his work was completed in close collaboration with Sanjay Ghemawat.[10] [11]

Before graduate school, he worked at the World Health Organization's Global Programme on AIDS, developing software for statistical modeling and forecasting of the HIV/AIDS pandemic.

Dean joined Google in mid-1999. He joined Google X in 2011 to investigate deep neural networks, which had just resurged in popularity. This ended with "the cat neuron paper", a deep belief network trained by unsupervised learning on YouTube videos. This project morphed into Google Brain, also formed in 2011. Jeff Dean became its leader in 2012. In April 2018, he was appointed the head of Google's artificial intelligence division, after John Giannandrea left to lead Apple's AI projects.[12]

While at Google, he designed and implemented large portions of the company's advertising, crawling, indexing and query serving systems, along with various pieces of the distributed computing infrastructure that underlies most of Google's products. At various times, he has also worked on improving search quality, statistical machine translation and internal software development tools and has had significant involvement in the engineering hiring process.

The projects Dean has worked on include:

He was an early member of Google Brain, a team that studies large-scale artificial neural networks, and he has headed artificial intelligence efforts since they were split from Google Search.[16]

In 2020, after Timnit Gebru tried to publish a paper, Dean wrote that an internal review concluded that the paper "ignored too much relevant research" and did not meet Google's bar for publication, also noting that it was submitted one day instead of at least two weeks before the deadline. Gebru challenged Google's research review process and wrote that if her concerns were not addressed, they could "work on an end date". Google responded that they could not meet her conditions and accepted her resignation immediately. Gebru stated that she was fired, leading to a controversy. Dean later published a memo on Google's approach to the review process.[17] [18]

In 2023, DeepMind was merged with Google Brain to form a unified AI research unit, Google DeepMind. As part of this reorganization, Dean became Google's chief scientist.

Philanthropy

Dean and his wife, Heidi Hopper, started the Hopper-Dean Foundation and began making philanthropic grants in 2011. In 2016, the foundation gave $2 million each to UC Berkeley, Massachusetts Institute of Technology, University of Washington, Stanford University and Carnegie Mellon University to support programs that promote diversity in science, technology, engineering and mathematics (STEM).[19]

Personal life

Dean is married and has two daughters.

He is the subject of an Internet meme for "Jeff Dean facts". Similar to Chuck Norris facts, the Jeff Dean facts exaggerate his programming powers.[20] For example:

Once, in early 2002, when the index servers went down, Jeff Dean answered user queries manually for two hours. Evals showed a quality improvement of 5 points.

Awards and honors

Books

Dean was interviewed for the 2018 book Architects of Intelligence: The Truth About AI from the People Building it by the American futurist Martin Ford.[23]

Major publications

See also

External links

Notes and References

  1. Web site: Vincent . James . 2018-04-03 . Google veteran Jeff Dean takes over as company's AI chief . 2023-11-29 . The Verge . en.
  2. Web site: Elias . Jennifer . 2023-04-20 . Read the internal memo Alphabet sent in merging A.I.-focused groups DeepMind and Google Brain . 2023-06-22 . CNBC . en.
  3. Web site: Jeff Dean .
  4. Dean, Jeffrey. "Parallel implementations of neural network training: Two back-propagation approaches." senior thesis, University of Minnesota (1990).
  5. https://x.com/jeffdean/status/1033874204548984833
  6. Web site: STANFORD TALKS; Jeff Dean: TensorFlow Overview and Future Directions. 21 January 2016. Stanford University. 15 August 2016. August 28, 2016. https://web.archive.org/web/20160828212700/https://talks.stanford.edu/jeff-dean-tensorflow-overview-and-future-directions/. dead.
  7. Web site: Jeff Dean elected to National Academy of Engineering. 5 February 2009. UW CSE News. University of Washington. 15 August 2016.
    - Web site: Jeffrey A Dean - Award Winner. Association for Computing Machinery. 15 August 2018.
  8. If Xerox PARC Invented the PC, Google Invented the Internet . Metz. Cade. 8 August 2008. Wired. 19 August 2016.
  9. Web site: Jeff Dean. Speakerpedia. 19 August 2016.
  10. If Xerox PARC Invented the PC, Google Invented the Internet . Metz. Cade . 2012-08-08. Wired. 2017-12-16. en-US.
  11. The Friendship That Made Google Huge. The New Yorker. 2018-12-03.
  12. News: Simonite . Tom . Google's New AI Head Is So Smart He Doesn't Need AI . 2024-11-29 . Wired . en-US . 1059-1028.
  13. Book: Le, Quoc V. . Building high-level features using large scale unsupervised learning . May 2013 . 8595–8598 . 2013 IEEE International Conference on Acoustics, Speech and Signal Processing . http://dx.doi.org/10.1109/icassp.2013.6639343 . IEEE . 10.1109/icassp.2013.6639343. 1112.6209 . 978-1-4799-0356-6 .
  14. News: Markoff . John . June 25, 2012 . How Many Computers to Identify a Cat? 16,000 . The New York Times.
  15. Web site: Jeffrey Dean . 2024-10-25 . Google Research . en.
  16. News: Google is splitting A.I. into its own business unit and shaking up its search leadership. D'Onfro. Jillian. 2018-04-02. CNBC. 2018-04-03.
  17. News: Ghaffray . Shirin . 2020-12-04 . The controversy behind a star Google AI researcher's departure . 2020-12-05 . Vox.
  18. Web site: Johnson . Khari . 2020-12-03 . Google AI ethics co-lead Timnit Gebru says she was fired over an email . 2024-11-02 . VentureBeat . en-US.
  19. News: $1M Hopper-Dean Foundation Gift for Diversity in CS. UC Berkeley. 29 January 2019.
    - News: One of Google's Top Programmers Has Made STEM Diversity a Philanthropic Cause . Inside Philanthropy. Williams. Tate. 10 August 2016. 15 August 2016.
    - News: $1 million gift to support diversity in STEM education. Massachusetts Institute of Technology. 25 October 2020.
  20. Web site: Carlson . Nicholas . Astounding 'Facts' About Google's Most Badass Engineer, Jeff Dean . 2024-11-30 . Business Insider . en-US.
  21. http://awards.acm.org/infosys/ ACM-Infosys Foundation Award
  22. Web site: The Mark Weiser Award. ACM SIGOPS. 5 July 2019.
  23. Book: Ford, Marin . 2018 . Architects of Intelligence: The Truth About AI from the People Building it. Packt Publishing Ltd. 9781789131260.