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Comment: Several claims are unsourced. Twinkle1990 (talk) 07:06, 28 February 2023 (UTC)
Sasha Luccioni | |
|---|---|
| Born | Soviet Union |
| Alma mater | Université du Québec à Montréal (PhD in Cognitive Computing) École normale supérieure (Paris) (MSc in Cognitive Science) |
| Known for | Computational sustainability Algorithmic bias Machine Learning Natural Language Processing |
| Scientific career | |
| Fields | Computer Science |
| Institutions | Hugging Face Mila (research institute) |
| Thesis | STI-DICO: an intelligent tutoring system to foster dictionary skills for french teachers-in-training (2018) |
| Website | Personal website |
Sasha (Alexandra) Luccioni (born Alexandra Vorobyova) is a computer scientist who works on computational sustainability and algorithmic bias. Her research aims at quantifying and analyzing the carbon footprint of deep learning models.[1][2]
Education edit
Luccioni obtained a bachelor's degree in Linguistics and a master's degree in Cognitive Science, studying language acquisition in virtual environments.[3] In 2016 she got a PhD in Cognitive computing at the Université du Québec à Montréal, where she wrote her thesis on the role of Artificial intelligence and Natural language processing in language acquisition.[4]
Career and research edit
Luccioni started her career at Nuance Communications, before joining Morgan Stanley as the founding member of their Artificial Intelligence Center of Excellence.[5] There, she worked on developing new techniques for named-entity recognition and sentiment analysis in financial settings.
In 2019, she joined the Mila research institute to work with Yoshua Bengio, leading "This Climate Does Not Exist", a project that used Generative adversarial network approaches to create images of climate change impacts around the world.[6] In 2020, she was named a National Geographic Explorer.[7]
Since 2021, she has been the climate research lead at Hugging Face, assessing and reporting on the carbon footprint of AI[8] and specifically of transformer models.[9] She also studies the ethical and societal impacts of machine learning models and datasets.[10][11]
In September 2023, Luccioni was named to MIT Technology Review’s “35 Innovators Under 35” list for contributions to the field of artificial intelligence.[12] The next month, she gave a TED talk during the TEDWomen event in Atlanta on why the world needs to focus on AI’s current negative impacts rather than future existential risks.[13] Her talk has garnered over 1 million views since it was uploaded.
As of 2024, she serves as a board member of Women in Machine Learning,[14] and a member of the OECD AI Expert Group on AI Compute and Climate.[15]
References edit
- ^ Luccioni, Alexandra Sasha; Viguier, Sylvain; Ligozat, Anne-Laure (2022-11-03), Estimating the Carbon Footprint of BLOOM, a 176B Parameter Language Model, arXiv:2211.02001, retrieved 2024-04-03
- ^ Calvert, Brian (2024-03-28). "AI already uses as much energy as a small country. It's only the beginning". Vox. Retrieved 2024-04-03.
- ^ https://www.semdial.org/anthology/Z12-Vorobyova_semdial_0038.pdf
- ^ Luccioni, Alexandra (2018). STI-DICO: an intelligent tutoring system to foster dictionary skills for french teachers-in-training (PhD). Université du Québec à Montréal.
- ^ "Top AI researcher leaves Morgan Stanley for academia". eFinancialcareers. February 2019. Retrieved January 8, 2024.
- ^ Metz, Rachel (October 14, 2021). "This website helps you imagine what extreme climate change will do to your home". CNN Business. Retrieved January 8, 2024.
- ^ "Explorer since 2020 Alexandra Luccioni". National Geographic. Retrieved January 8, 2024.
- ^ Stokel-Walker, Chris (August 1, 2023). "TechScape: Turns out there's another problem with AI – its environmental toll". The Guardian. Retrieved January 8, 2024.
- ^ Heikkilä, Melissa (November 14, 2022). "We're getting a better idea of AI's true carbon footprint". MIT Technology Review. Retrieved January 8, 2024.
- ^ Rose, Janus (November 3, 2022). "This Tool Lets Anyone See the Bias in AI Image Generators". Vice. Retrieved January 8, 2024.
- ^ Jernite, Yacine; Mitchell, Margaret; Akiki, Christopher; Luccioni, Sasha (2023-09-25). "Stable Bias: Evaluating Societal Representations in Diffusion Models". 37th Conference on Neural Information Processing Systems. NeurIPS 2023. arXiv:2303.11408.
- ^ "Sasha Luccioni". MIT Technology Review. September 2023. Retrieved January 8, 2024.
- ^ "Sasha Luccioni's TED talk". TED. October 2023. Retrieved January 8, 2024.
- ^ "Women in Machine Learning Board of Directors". Women in Machine Learning. Retrieved January 8, 2024.
- ^ "Sasha Luccioni". OECD. Retrieved January 8, 2024.
External links edit
- Sasha Luccioni publications indexed by Google Scholar
Category:Computer scientists
Category:Living people
Category:Machine learning researchers
Category:Natural language processing researchers
Category:Women computer scientists