Machine Learning for Physics and the Physics of Learning

Expired
Dates : 04 setembro 2019 » 08 dezembro 2019

Place : Institute for Pure and Applied Mathematics (IPAM),
Estados Unidos

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Topic : Matemática e Estatística; Applied Maths: Neural Networks and Artificial Intelligence, Machine Learning
Matemática e Estatística; Física; Ciências da Engenharia; Informática;
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),, Estados Unidos between 04 setembro 2019 and 08 dezembro 2019. It covers specific areas of Matemática e Estatística 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/pt/conference/50484-machine-learning-for-physics-and-the-physics-of-learning Institute for Pure and Applied Mathematics (IPAM), - Estados Unidos

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Conferences and seminars in Estados Unidos
Conferences and seminars in Estados Unidos in 2019
Conferences and seminars in Matemática e Estatística
Conferences and seminars in Matemática e Estatística in 2019
Conferences and seminars in Matemática e Estatística in Estados Unidos
Conferences and seminars in Matemática e Estatística in Estados Unidos in 2019
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