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Jeff Dean

From Wikipedia, the free encyclopedia
American computer scientist and software engineer
For the punk rock musician, seeJeff Dean (musician).

Jeff Dean
Dean in 2025
Born (1968-07-23)July 23, 1968 (age 57)
Alma materUniversity of Minnesota, B.S. Computer Science and Engineering (1990)
University of Washington, Ph.D. Computer Science (1996)
Known forMapReduce,Bigtable,Spanner,TensorFlow
Scientific career
FieldsComputer science
InstitutionsGoogle,Digital Equipment Corporation
ThesisWhole-program optimization of object-oriented languages (1996)
Doctoral advisorCraig Chambers

Jeffrey AdgateDean (born July 23, 1968) is an Americancomputer scientist andsoftware engineer. Since 2018, he has been the lead ofGoogle AI.[1] He was appointedGoogle's chief scientist in 2023 after the merger of DeepMind andGoogle Brain intoGoogle DeepMind.[2]

Education

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

He received a Ph.D. in computer science from theUniversity of Washington in 1996, working underCraig Chambers oncompilers[6] and whole-program optimization techniques forobject-oriented programming languages.[7] He was elected to theNational Academy of Engineering in 2009, which recognized his work on "the science and engineering of large-scaledistributed computer systems".[8]

Career

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Early career

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Before graduate school, Dean worked at theWorld Health Organization's Global Programme onAIDS, developing software forstatistical modeling and forecasting of theHIV/AIDSpandemic.[9]

After graduate school, Dean worked atDEC/Compaq's Western Research Laboratory,[10] on profiling tools, microprocessor architecture and information retrieval.[9] Much of his work was completed in close collaboration withSanjay Ghemawat.[11][6]

Career at Google

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Dean joined Google in mid-1999.[3] He was Google's 30th employee.[12] As of 2018, Dean andSanjay Ghemawat are the only two employees at Google to hold the title of Senior Fellow, the highest technical level at the company.[6]

Systems design

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Dean designed and implemented large portions of Google's advertising,crawling,indexing and query serving systems, along with various pieces of the distributed computing infrastructure that underlies most of Google's products.[6] 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.

Company systems Dean has worked on include:

  • Original design ofProtocol Buffers, an open-source data interchange format.
  • Spanner, a scalable, multi-version, globally distributed, and synchronously replicated database
  • Some of the production system design and statistical machine translation system forGoogle Translate
  • Bigtable, a large-scale semi-structured storage system[6]
  • MapReduce, a system for large-scale data processing applications[6]
  • LevelDB, an open-source on-disk key-value store

Artificial intelligence

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Dean joinedGoogle X in 2011 to investigatedeep neural networks, which had just resurged in popularity. This ended with "the cat neuron paper", adeep belief network trained byunsupervised learning on YouTube videos.[13] This project morphed intoGoogle Brain, a team that studies large-scale artificial neural networks, also formed in 2011.[6] Jeff Dean became its leader in 2012.

Dean is credited with the following AI systems:

  • DistBelief, a proprietary machine-learning system fordistributed training of deep neural networks. The "Belief" part is because it could be used to traindeep belief networks. It was eventually refactored into TensorFlow. It was used to train the network in "the cat neuron paper".[13][14]
  • TensorFlow, an open-source machine-learning software library. He was among the designers and implementers of the initial release.[15][6]
  • Pathways, an asynchronous distributed dataflow system for neural networks. It was used inPaLM.[15]

In April 2018, Dean was appointed the head of Google'sartificial intelligence division, afterJohn Giannandrea left to lead Apple's AI projects.[16][17]

In December 2020, Google’s Ethical AI team co-leadTimnit Gebru and the company disagreed over a draft paper she co-authored on the risks andethical implications oflarge language models. Google declined to reopen the review or share reviewer identities, and Gebru’s employment subsequently ended under terms both parties described as a resignation. In the aftermath, Dean canceled a scheduled AI ethics team all-hands meeting and acknowledged that the episode had “surfaced large, important issues” around research culture, bias, and inclusion within Google’s AI organization.[18][19][20][21] In an open letter, critics demanded that members of Google's senior leadership, including Dean, "explain the process by which the paper was unilaterally rejected by leadership."[22] Google's CEO subsequently issued an apology.[23]

In 2023, DeepMind was merged withGoogle Brain to form a unified AI research unit,Google DeepMind, headed byDemis Hassabis. As part of this reorganization, Dean became Google's chief scientist.[2][15] Dean proposed the nameGemini for the chatbot developed by Google DeepMind, "because it's like twins coming together".[12]

Beyond Google

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In 2025, Dean joined the board of Laude Institute, steering the organization withDavid Patterson,Joelle Pineau, andAndy Konwinski.[24]

Philanthropy

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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 toUC Berkeley,Massachusetts Institute of Technology,University of Washington,Stanford University andCarnegie Mellon University to support programs that promote diversity in science, technology, engineering and mathematics (STEM).[25] The Menlo Park-based foundation gave $22.1 million to a variety of universities and non-profits in 2023 and ended the year with $54.4 million in assets, according to its Form 990.[26]

Personal life

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Dean is married and has two daughters.[6]

He is the subject of anInternet meme for "Jeff Dean facts". Similar toChuck Norris facts, the Jeff Dean facts exaggerate his programming powers.[27] For example:[28]

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

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Publications

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Selected papers

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Interviews

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Dean was interviewed for the 2018 bookArchitects of Intelligence: The Truth About AI from the People Building it by the American futuristMartin Ford.[32]

See also

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References

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  1. ^Vincent, James (April 3, 2018)."Google veteran Jeff Dean takes over as company's AI chief".The Verge. RetrievedNovember 29, 2023.
  2. ^abElias, Jennifer (April 20, 2023)."Read the internal memo Alphabet sent in merging A.I.-focused groups DeepMind and Google Brain".CNBC. RetrievedJune 22, 2023.
  3. ^ab"Jeff Dean".research.google.
  4. ^Dean, Jeffrey (1990).Parallel implementations of neural network training: Two back-propagation approaches (Thesis). University of Minnesota.
  5. ^@jeffdean (August 27, 2018)."[...] Kudos to University of Minnesota (@UMNews) Honors Program. Earlier this year, I asked Prof. Vipin Kumar, my advisor for this work, if he still had a copy, since I had lost my copy. He didn't, but checked with the Honors Program [...]" (Tweet) – viaTwitter.
  6. ^abcdefghiSomers, James (December 3, 2018)."The Friendship That Made Google Huge".The New Yorker.ISSN 0028-792X. RetrievedSeptember 28, 2025.
  7. ^"STANFORD TALKS; Jeff Dean: TensorFlow Overview and Future Directions". Stanford University. January 21, 2016. Archived fromthe original on August 28, 2016. RetrievedAugust 15, 2016.
  8. ^"Jeff Dean elected to National Academy of Engineering".UW CSE News. University of Washington. February 5, 2009. RetrievedAugust 15, 2016.
    -"Jeffrey A Dean - Award Winner". Association for Computing Machinery. RetrievedAugust 15, 2018.
  9. ^ab"Jeff Dean".Speakerpedia. RetrievedAugust 19, 2016.
  10. ^Metz, Cade (August 8, 2008)."If Xerox PARC Invented the PC, Google Invented the Internet".Wired. RetrievedAugust 19, 2016.
  11. ^Metz, Cade (August 8, 2012)."If Xerox PARC Invented the PC, Google Invented the Internet".Wired. RetrievedDecember 16, 2017.
  12. ^ab"Time100 AI 2025 | Jeffrey Dean".Time. 2025.
  13. ^abLe, Quoc V. (May 2013)."Building high-level features using large scale unsupervised learning".2013 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE. pp. 8595–8598.arXiv:1112.6209.doi:10.1109/icassp.2013.6639343.ISBN 978-1-4799-0356-6.
  14. ^Markoff, John (June 25, 2012)."How Many Computers to Identify a Cat? 16,000".The New York Times.
  15. ^abc"Jeffrey Dean".Google Research. RetrievedOctober 25, 2024.
  16. ^Simonite, Tom."Google's New AI Head Is So Smart He Doesn't Need AI".Wired.ISSN 1059-1028. RetrievedNovember 29, 2024.
  17. ^D'Onfro, Jillian (April 2, 2018)."Google is splitting A.I. into its own business unit and shaking up its search leadership".CNBC. RetrievedApril 3, 2018.
  18. ^Hao, Karen (December 4, 2020)."Google pushed out an AI ethics researcher days after she published a paper on risks of language models".MIT Technology Review. RetrievedOctober 1, 2025.
  19. ^Garrahan, Matthew (December 4, 2020)."Google's AI ethics investigator Timnit Gebru was forced out after a paper on big tech risks".Vox. RetrievedOctober 1, 2025.
  20. ^Banjo, Shelly; Bergen, Mark (December 10, 2020)."The withering email that got an ethical AI researcher fired at Google".Platformer. RetrievedOctober 1, 2025.
  21. ^Langley, Hannah (December 15, 2020)."Google's AI chief canceled a year-end gathering in light of the backlash over researcher Timnit Gebru's exit: 'A celebration doesn't seem appropriate at this time'".Business Insider. RetrievedOctober 1, 2025.
  22. ^Allyn, Bobby; Metz, Rachel (December 16, 2020)."Google workers demand apology and reinstatement for ousted AI researcher Timnit Gebru".The Guardian.
  23. ^"Google CEO Apologizes, Vows to Restore Trust After Black Scientist's Ouster". NPR. December 9, 2020. RetrievedNovember 23, 2025.
  24. ^Sullivan, Mark (June 23, 2025)."This Perplexity cofounder wants to help AI breakthroughs graduate from university labs".Fast Company. RetrievedSeptember 30, 2025.
  25. ^"$1M Hopper-Dean Foundation Gift for Diversity in CS". UC Berkeley. RetrievedJanuary 29, 2019.
    -Williams, Tate (August 10, 2016)."One of Google's Top Programmers Has Made STEM Diversity a Philanthropic Cause".Inside Philanthropy. RetrievedAugust 15, 2016.
    -"$1 million gift to support diversity in STEM education". Massachusetts Institute of Technology. RetrievedOctober 25, 2020.
  26. ^"HOPPER-DEAN FOUNDATION C/O CATALYST FAMILY OFFICE LLC — 2023 990PF".irs-efile-renderer.instrumentl.com. RetrievedSeptember 17, 2025.
  27. ^Carlson, Nicholas."Astounding 'Facts' About Google's Most Badass Engineer, Jeff Dean".Business Insider. RetrievedNovember 30, 2024.
  28. ^Ritzdorf, Lucas (October 23, 2024),LRitzdorf/TheJeffDeanFacts, retrievedNovember 29, 2024
  29. ^"Jeffrey A Dean".ACM Awards Home.
  30. ^"The Mark Weiser Award". ACM SIGOPS. RetrievedJuly 5, 2019.
  31. ^Newly Elected Members,American Academy of Arts and Sciences, April 2016, retrievedApril 20, 2016
  32. ^Ford, Marin (2018).Architects of Intelligence: The Truth About AI from the People Building it. Packt Publishing Ltd.ISBN 9781789131260.

External links

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