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PRODID:-//Memento EPFL//
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SUMMARY:EPFL CIS – RIKEN AIP Seminar Series par Prof. Michele Ceriotti\,
  Associate Professor\, Laboratory for Computational Science and Modeling i
 n the Institute of Materials at EPFL
DTSTART:20220119T100000
DTEND:20220119T110000
DTSTAMP:20260506T084826Z
UID:1c6d3d7e11134401763d6daaeaa5ded461f53e67fe603e943b442898
CATEGORIES:Conferences - Seminars
DESCRIPTION:Prof. Michele Ceriotti\nGet your Zoom link:https://c5dc59ed978
 213830355fc8978.doorkeeper.jp/events/130797\n\nTitle: Representing atoms c
 louds: the foundations of atomic-scale machine learning\nAbstract:\nSimula
 tions of matter at the atomic scale are precious to provide a mechanistic 
 understanding of chemical processes\, and to design molecules and material
 s with predictive accuracy. As with many fields of science\, machine learn
 ing have become an essential part of the modeling toolbox\, with many fram
 eworks having become well-established\, and many more being developed in n
 ew research directions.\nLately\, much effort has been dedicated to ration
 alizing the relationship between models of atomic-scale properties and fun
 damental physical principles\, such as symmetry\, locality\, and hierarchi
 cal decompositions of the interactions between atoms.\nI will present an o
 verview of the latest developments\, focusing in particular on the problem
  of representing an atomic structure in a concise\, yet complete\, fashion
 . I will discuss a few examples of the implications of these fundamental f
 indings\, for both chemical machine learning and in general for problems t
 hat require a description of three-dimensional objects in terms of point c
 louds.\n\n \n\n\n\n \n\n\nRIKEN Center for Advanced Intelligence Project
  (AIP) which houses more than 40 research teams ranging from fundamentals
  of machine learning to analysis of ethics and social impact of artificia
 l intelligence collaborate with the EPFL CIS on a monthly online seminar s
 eries around the topics and applications of AI.\nRIKEN is Japan’s larges
 t comprehensive research institution renowned for high-quality research in
  a diverse range of scientific disciplines.\nRIKEN Center for Advanced In
 telligence Project (AIP) houses more than 40 research teams ranging from 
 fundamentals of machine learning and optimization\, applications in medici
 ne\, materials\, and disaster\, to analysis of ethics and social impact o
 f artificial intelligence.\nEPFL is located in Switzerland and is one of t
 he most vibrant and cosmopolitan science and technology institutions. EPF
 L has both a Swiss and international vocation and focuses on three mission
 s: teaching\, research and innovation.\nThe Center for Intelligent System
 s (CIS) at EPFL\, a joint initiative of the schools ENAC\, IC\, SB\, STI 
 and SV seeks to advance research and practice in the strategic field of 
 intelligent systems.
LOCATION:By Zoom https://c5dc59ed978213830355fc8978.doorkeeper.jp/events/1
 30797
STATUS:CONFIRMED
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