Machine learning model quantum systems and compounds
Dmitry Yudin, Researcher, ITMO University (Saint-Petersburg, Russia) 04 July 2018, 15:00-16:30 SkolTech, TPOC-4, Nobel str. 1, Red Building, 3rd floor, Room 351 ABSTRACT. Recently, a deep connection between physics of interacting quantum systems and machine learning technique has been pointed out. In fact, both of the fileds deal with systems with an extremely large number of degrees of freedom. In physics this problem is solved within coarse-grained modeling which reduces a complex many-body system to a more simplified one. Whereas in machine learning routine one typically employs dimensional reduction in the data space. In this talk we discuss how to use both supervised and unsupervised machine learning to classify[…]