Graphical Models for Machine Learning and Digital Communication(1997)
Doctoral advisor
Geoffrey Hinton[3][4]
Website
www.psi.toronto.edu/~frey/
Brendan John Frey FRSC[1] (born 29 August 1968) is a Canadian-born entrepreneur, engineer and scientist. He is Founder and CEO of Deep Genomics,[6] Cofounder of the Vector Institute for Artificial Intelligence[6] and Professor of Engineering and Medicine at the University of Toronto.[7] Frey is a pioneer in the development of machine learning and artificial intelligence methods, their use in accurately determining the consequences of genetic mutations, and in designing medications that can slow, stop or reverse the progression of disease.[1]
As far back as 1995, Frey co-invented one of the first deep learning methods, called the wake-sleep algorithm, the affinity propagation algorithm for clustering and data summarization, and the factor graph notation for probability models. In the late 1990s, Frey was a leading researcher in the areas of computer vision, speech recognition, and digital communications.
In 2002, a personal crisis led Frey to face the fact that there was a tragic gap between our ability to measure a patient's mutations and our ability to understand and treat the consequences. Recognizing that biology is too complex for humans to understand, that in the decades to come there would be an exponential growth in biology data, and that machine learning is the best technology we have for discovering relationships in large datasets, Frey set out to build machine learning systems that could accurately predict genome and cell biology.
Frey’s group pioneered much of the early work in the field and over the next 15 years published more papers in leading-edge journals than any other academic or industrial research lab.
In 2015, Frey founded Deep Genomics, with the goal of building a company that can produce effective and safe genetic medicines more rapidly and with a higher rate of success than was previously possible.[8][9][10]
The company has received 240 million dollars in funding to date from leading Bay Area investors, including the backers of SpaceX and Tesla.[11][12]
^ abc"Levente Diosady and Brendan Frey named fellows of the Royal Society of Canada - U of T Engineering News". U of T Engineering News. 2015-09-08. Retrieved 2015-11-19.
^"Professor Brendan Frey John C. Polanyi Award". Ottawa: NSERC. 2016-06-28.
^Brendan Frey at the Mathematics Genealogy Project
^Brendan Frey's Academic Genealogy
^"Brendan J. Frey". Canadian Institute for Advanced Research. Archived from the original on 2015-11-20. Retrieved 2015-11-19.
^ abLohr, Steve (21 October 2018). "From Agriculture to Art — the A.I. Wave Sweeps In". The New York Times. Retrieved 2018-10-21.
^"Donnelly Center Profile of Brendan Frey". Archived from the original on 2016-03-04. Retrieved 2015-11-21.
^"Meet Deep Genomics, a start-up bringing the power of deep learning to genomics". The Washington Post. Retrieved 2015-11-21.
^"New company plans to revolutionize genomic medicine with deep learning". 27 July 2015. Retrieved 2015-11-21.
^"Taking The Genome Further In Healthcare". 17 December 2015. Retrieved 2015-12-17.
^"SpaceX investor backs Toronto AI upstart's journey into the 'dark region' of genetic diseases". Retrieved 2020-01-07.
^"Deep Genomics Scores 180m to Deliver AI Programmed RNA Therapies". Retrieved 2021-07-28.
Brendan John Frey FRSC (born 29 August 1968) is a Canadian-born entrepreneur, engineer and scientist. He is Founder and CEO of Deep Genomics, Cofounder...
his group include Peter Dayan, Sam Roweis, Max Welling, Richard Zemel, BrendanFrey, Radford M. Neal, Yee Whye Teh, Ruslan Salakhutdinov, Ilya Sutskever...
features with growing complexity regarding the previous layer. In 1995, BrendanFrey demonstrated that it was possible to train (over two days) a network...
Maryland. Formed in 2007, the band's final lineup consisted of BrendanFrey (vocals), Garrison Frey (guitar), Hector Fernandez (guitar), Andrew Markle (Bass)...
(Ted Rogers Centre for Heart Research), Jennifer Brooks (U of Toronto), BrendanFrey (U of Toronto), Ann George (SickKids), Zhenya Ivakine (SickKids), Pingzhao...
produced by Troublemaker Studios and Robert Rodriguez. Braga appeared as Frey Santiago in Neill Blomkamp's science fiction action film Elysium (2013),...
season four, Leaf is portrayed by Octavia Alexandru. In season three, Lothar Frey is portrayed by Tom Brooke. In season six, Dickon Tarly is portrayed by Freddie...
Listen to Me: Buddy Holly and "Mahna Mahna" for Muppets: The Green Album. Brendan O'Brien was hired to produce the band's third studio album, later named...
the family", mamamia.com, 26 September 2019, accessed 12 January 2023 Brendan Cole, "Greta Thunberg's Father Says He Fears the 'Fake News' About His...
Haberlandt Drama PiperMint [lb] Nicole-Nadine Deppé Luisa-Soi Kaiser, Sami Frey, Meret Becker, Marek Harloff Drama German-Luxembourgian co-production Platinum [de]...
Koizumi 85 Iron Dames Lamborghini Huracán GT3 Evo 2 G WEC Sarah Bovy Rahel Frey Michelle Gatting 86 GR Racing Ferrari 296 GT3 G ELMS Riccardo Pera Daniel...
(postscript), Oxford University Press, pp. 19–32, ISBN 9780198532156 Frey, Brendan J. (2003), "Extending Factor Graphs so as to Unify Directed and Undirected...
Levy 2014, p. 90. Hochedlinger 2003, p. 171. Storrs 2006, pp. 6–7. Frey & Frey 1995, pp. 191–192. Childs 1991, p. 1. sfn error: no target: CITEREFChilds1991...
76 : Santella vs. Barquero". Retrieved 2019-10-28. "Invicta FC 39 Results: Frey vs. Cummins 2". mmafighting.com. February 7, 2020. Lee, Alexander K. (1 April...
November 2017. Joyce Frey, Rebecca (2009). Genocide and International Justice. Facts On File. p. 101. ISBN 978-0-8160-7310-8. January, Brendan (2007). Genocide:...
library. An R implementation is available in the "apcluster" package. Brendan J. Frey; Delbert Dueck (2007). "Clustering by passing messages between data...
of Vanaland are sent to Asaland as hostages: Njord the Rich, with his son Frey and daughter Freya as well as the wisest man in Vanaland called Kvase. The...
Fastball To Mets' Rotation". The Seattle Times. Retrieved December 2, 2021. Frey, Jennifer (27 February 1994). "BASEBALL; The Joke's Up for Bret Saberhagen"...
the return of several notable characters, including Benjen Stark, Walder Frey and Edmure Tully. Further praise was given to other plot points, such as...
adventure game". May 20, 2021. Mitsuno, Raio (September 9, 2021). "Journey with Frey to Forspoken's fantastical world next spring". PlayStation Blog. Sony Interactive...
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