Samy Bengio | |
---|---|
![]() Bengio in 2021 | |
Born | 1965 (age 59–60) |
Nationality | Canadian |
Alma mater | Université de Montréal |
Relatives | Yoshua Bengio (brother) |
Scientific career | |
Fields | Computer science |
Institutions | Apple, Google, IDIAP Research Institute, Microcell Labs, EPFL |
Thesis | Optimisation d'une règle d'apprentissage pour réseaux de neurones artificiels (Optimization of a learning rule for artificial neural networks) (1993) |
Website | bengio |
Samy Bengio is a Canadian computer scientist currently serving as senior director of Artificial Intelligence and Machine Learning Research at Apple. [1]
Bengio obtained his Ph.D. in Computer Science in 1993 with a thesis titled Optimization of a Parametric Learning Rule for Neural Networks from the Université de Montréal. Before that, Bengio got an M.Sc. in Computer Science in 1989 with a thesis on Integration of Traditional and Intelligence Tutoring Systems from the same university, together with a B.Sc. in Computer Science in 1986.
According to DBLP, Samy Bengio has authored around 250 scientific papers on neural networks, machine learning, deep learning, statistics, computer vision and natural language processing. [2] The most cited [3] of these include some of the early works sparking the 2010s deep learning revolution by showing how to explore the many learned representations obtained through deep learning, [4] one of the first deep learning approaches to image captioning, [5] efforts to understand why deep learning works [6] leading to many follow-up works. [7] He also worked on the first evidence that adversarial examples can exist in the real world, i.e., one can change a physical object such that a machine learning system would be fooled [8] and one of the first works on zero-shot recognition, i.e., recognizing classes never seen during training. [9]
Bengio is senior director of Artificial Intelligence and Machine Learning Research at Apple and adjunct professor at École Polytechnique Fédérale de Lausanne. [10] He was formerly a longtime scientist at Google, [11] where he led a large group of researchers working in machine learning, including adversarial settings. Bengio left Google shortly after the company fired Timnit Gebru without first notifying him. [12] [13] At the time, Bengio said that he had been "stunned" by what happened to Gebru. [14]
Bengio worked at the IDIAP Research Institute and École Polytechnique Fédérale de Lausanne in Switzerland, from 1999 to 2007. [15] He was appointed adjunct professor in Computer and Communication Sciences at EPFL in 2024. [10]
He was general chair of the Conference on Neural Information Processing Systems in 2018, [16] served as program chair of the conference in 2017, [17] and is currently a board member. [18] He was also program chair of ICLR (2015–2016) [19] and sits on its board (2018–2020). [20]
He is a co-author of Torch, [21] the ancestor of PyTorch, [22] one of today's two largest machine learning frameworks. [23]
Bengio is an editor of the Journal of Machine Learning Research . [24]
Samy Bengio was born to two Moroccan Jews who emigrated to France and Canada. He is the brother of Turing Award winner Yoshua Bengio. [25] Both of them lived in Morocco for a year during their father's military service there. [25] His father, Carlo Bengio, was a pharmacist who wrote theatre pieces and ran a Sephardic theatrical troupe in Montreal that played Judeo-Arabic pieces. [26] [27] His mother, Célia Moreno, is also an artist who played in one of the major theatre scenes of Morocco that was run by Tayeb Seddiki in the 1970s. [28]
{{cite news}}
: CS1 maint: multiple names: authors list (link){{cite journal}}
: Cite journal requires |journal=
(help)