Machine Learning for Physics and the Physics of Learning

Expired
Dates : 04 September 2019 » 08 December 2019

Place : Institute for Pure and Applied Mathematics (IPAM),
United States

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Organizer :

Topic : Mathematics and Statistics; Applied Maths: Neural Networks and Artificial Intelligence, Machine Learning
Mathematics and Statistics; Physics; Engineering and Technology; Computer science;
Keywords: Artificial Intelligence, Machine Learning, Neural Networks, Physics, Design
Description :

Machine Learning (ML) is quickly providing new powerful tools for physicists and other natural scientists to extract essential information from large amounts of data, either from experiments or simulations. This IPAM long program will foster nontrivial research and provoke scientific discussion at the interface between ML and Physics. We aim to go beyond simple fitting of physical models from data and move the discussion to (i) using generative ML methods and active learning in order to generate and design complex and novel physical structures and objects, (ii) obtain models that are physically understable, e.g. by maintaining relations of the predictions to the microscopic physical quantities used as an input, (iii) using ML to learn the physical principles and mathematical structures underlying the data, and (iv) developing new ML methods inspired by methods and models developed in Physics.


Machine Learning for Physics and the Physics of Learning to be held in Institute for Pure and Applied Mathematics (IPAM),, United States between 04 September 2019 and 08 December 2019. It covers specific areas of Mathematics and Statistics such as Applied Maths: Neural Networks and Artificial Intelligence, Machine Learning. Visit the website of the conference for more detailed information or contact the organizer for specific questions.
Add to calendar 2019-09-04 2019-12-08 Europe/London Machine Learning for Physics and the Physics of Learning https://www.sciencedz.net/en/conference/50484-machine-learning-for-physics-and-the-physics-of-learning Institute for Pure and Applied Mathematics (IPAM), - United States

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Conferences and seminars in Mathematics and Statistics
Conferences and seminars in Mathematics and Statistics in 2019
Conferences and seminars in Mathematics and Statistics in United States
Conferences and seminars in Mathematics and Statistics in United States in 2019
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