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Lecture of Prof. Elias Cueto about Statistical mechanics of machine learning physical phenomena, postponed! - 13 June, 3pm

Lecture of Prof. Elias Cueto about Statistical mechanics of machine learning physical phenomena, postponed! - 13 June, 3pm

Symbolic image: presentation Symbolic image: presentation Symbolic image: presentation
© IRTG 2021

On the 13.06., 3 p.m., Prof. Elías Cueto from the Aragon Institue of Engineering Research, Zaragosa, will give a presentation about "Statistical mechanics of machine learning physical phenomena" (B,. Moya, Q. Hernández, C. Bermejo, F. Chinesta, E. Cueto).On the 13.06., 3 p.m., Prof. Elías Cueto from the Aragon Institue of Engineering Research, Zaragosa, will give a presentation about "Statistical mechanics of machine learning physical phenomena" (B,. Moya, Q. Hernández, C. Bermejo, F. Chinesta, E. Cueto).


In this talk we will analyze all the possible implications of learning physical phenomena from data, from a statistical mechanics point of view. Aspects like the most appropriate scale for sampling and therefore describing a given physical phenomenon will be discussed. Also the influence of coarse graining or model reduction will be studied under this prism. Examples will be given for solid as well as fluid mechanics. In these, we will describe appropriate architectures to accommodate these results, thus guaranteeing basic thermodynamic principles in the predictions of our systems.


Join the presentation with this link!