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ATILIM GÜNEŞ BAYDİN
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Selected Talks
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Probabilistic and Differentiable Programming in Scientific Simulators [Slides]
Invited talk at Probabilistic Programming Colloquium, Collège de France, Paris, France, 29 June 2022
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Simulation-based Inference and Inverse Problems in Physical Sciences [Slides]
Invited talk at NSF AI Planning Institute, Carnegie Mellon University, Pittsburgh, PA, United States, 24 February 2022
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Probabilistic Programming for Inverse Problems in Physical Sciences [Slides]
Invited talk at Stanford Linear Accelerator AI Seminar, Menlo Park, CA, United States, 25 September 2020
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Probabilistic Inference in Simulators [Slides]
Invited talk at Applied Machine Learning Days, EPFL, Lausanne, Switzerland, 28 January 2020
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Probabilistic Programming for Inverse Problems in Physical Sciences [Slides]
Invited talk at UCF Department of Physics, Orlando, FL, United States, 26 November 2019
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Etalumis: Bringing Probabilistic Programming to Scientific Simulators at Scale [Slides]
Best Paper Finalist talk at SC19 Supercomputing Conference, Denver, CO, United States, 19 November 2019
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Universal Probabilistic Programming in Simulators: etalumis [Slides & Video]
Invited talk at Institute for Pure & Applied Mathematics, UCLA, Los Angeles, CA, United States, 15 October 2019
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Probabilistic Programming and Inference in Particle Physics
Invited talk at Advanced Workshop on Accelerating the Search for Dark Matter with Machine Learning, 9 April 2019
International Centre for Theoretical Physics, Trieste, Italy
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Probabilistic Programming and Inference in Particle Physics [Slides]
Keynote talk at ACAT 2019, 12 March 2019
Saas Fee, Switzerland
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Efficient Probabilistic Inference in the Quest for Physics Beyond the Standard Model [Slides]
Invited talk at NERSC Data Seminar, 27 July 2018
NERSC, Lawrence Berkeley National Laboratory, Berkeley, CA, United States
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Beyond backprop: Automatic differentiation in machine learning [Slides]
Opening talk at NIPS Autodiff Workshop: The Future of Gradient-Based Machine Learning Software and Techniques, 9 December 2017
Neural Information Processing Systems (NIPS 2017), Long Beach, CA, United States, 4–9 December 2017
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Inference Compilation [Slides]
Invited talk at Hammers & Nails - Machine Learning & High-Energy Physics, 21 July 2017
Schwartz/Reisman Institute for Theoretical Physics (SRitp), Weizmann Institute of Science, Rehovot, Israel
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Probabilistic Programming & Inference Compilation [Slides]
Invited talk at NASA Frontier Development Lab, NASA Ames Research Center & SETI Institute, 10 July 2017
SETI Institute, Mountain View, CA, United States
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Automatic Differentiation (or Differentiable Programming) [Slides]
Invited talk at Alan Turing Institute (ATI) Probabilistic Programming Workshop, 5 February 2016
Alan Turing Institute, London, United Kingdom
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Differentiable Programming [Slides]
Invited talk at Microsoft Research Cambridge, 1 February 2016
Microsoft Research Cambridge, Cambridge, United Kingdom
Other
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Yapay Zeka ve Bilim [Slides]
Invited talk at THY Bilim Elçileri Zirvesi (Turkish Airlines Science Ambassadors Summit), 5 May 2019
Sabancı University, Istanbul, Turkey