Lecture (講義) 2022.10.11, Dr Morten Hjorth-Jensen (Oslo/MSU)
2022年9月28日 | 新着情報
A series of lectures are delivered by Prof. Hjorth-Jensen (Oslo/MSU) as follows:
Date/Time: 10:00 am – 15:30 pm, October 11th (Tue), 2022
Place: Workshop Room, Center for Computational Sciences, University of Tsukuba
Lecturer: Dr Morten Hjorth-Jensen (Oslo Univ. / Michigan State Univ.)
Title: From Linear Algebra to Machine Learning: Ten Central Algorithms for Studying Quantum Mechanical Many-Particle Problems
Abstract: In this series of lectures we outline central algorithms for studying quantum mechanical systems, with an emphasis on both computational and pedagogical aspects. Using simple systems that allow for analytical solutions, we show how one can move from linear algebra and eigenvalue algorithms using for example full configuration interaction theory, to stochastic methods like variational and Diffusion Monte Carlo approaches and finally, how we can use Monte Carlo methods together with deep learning algorithms. Along this journey we will present ten central algorithms which have changed considerably the way we study interacting many-particle systems. These algorithms span from Householder’s famous transformation of matrices, via iterative eigenvalue solvers to neural networks and automatic differentiation for optimizing multidimensional functions. Codes and jupyter-notebooks are provided, allowing thereby people to experiment and practice the various methods.
This lecture is given in English.
オスロ大・ミシガン州立大のHjorth-Jensen氏による量子多体系及び機械学習に関する講義を以下の日程で実施します。なお、この講義は英語で行います。
日時：2022年10月11日（火）、10:00 ー 15:30
場所：筑波大学計算科学研究センター 1F, 国際ワークショップ室
題目・概要等は上記を参照。