{"id":43,"date":"2020-10-20T15:00:04","date_gmt":"2020-10-20T15:00:04","guid":{"rendered":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/?page_id=43"},"modified":"2023-04-05T13:33:07","modified_gmt":"2023-04-05T13:33:07","slug":"education","status":"publish","type":"page","link":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/education\/","title":{"rendered":"Education"},"content":{"rendered":"\n

Teaching<\/h2>\n\n\n\n
MSE3300J\/VK330 Thermodynamics of Materials<\/td>Fall 2020\/2021\/2022<\/td>(Course syllabus<\/a>)<\/td><\/tr>
VK335 Kinetics and Transitions in Materials Engineering<\/td>Summer 2021\/2022<\/td>(Course syllabus<\/a>)<\/td><\/tr>
MSE6502J\/VK554 Computational Approaches in MSE<\/td>Spring 2022\/2023<\/td>(Course syllabus<\/a>, “double first-class” university-enterprise collaborative course with CATL)<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

Recommended materials<\/h2>\n\n\n\n
\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
Ab-initio<\/em> calculations<\/span><\/strong><\/td>\n\u00a0<\/td>\n<\/tr>\n
Marques, Miguel AL, and E. K. U. Gross. “A primer in density functional theory.”\u00a0Lecture Notes in Physics<\/i>\u00a0620 (2003): 144-184.<\/td>\n\u00a0(An introductory book you can find online) (Download<\/a>)<\/td>\n<\/tr>\n
Molecular simulations<\/b><\/span><\/span><\/td>\n\u00a0<\/td>\n<\/tr>\n
Daan Frenkel and Berend Smit. Understanding Molecular Simulation: From Algorithms to Applications,<\/i> 2nd Edition,<\/i> Elsevier (2002).<\/td>\n(A classical book on the basics of molecular simulations)<\/td>\n<\/tr>\n
Field, Martin J.\u00a0A Practical Introduction to the Simulation of Molecular Systems<\/i>. Cambridge University Press (1999).<\/td>\n(A book discusses the basics of molecular simulations and provides a tutorial for pDynamo)<\/td>\n<\/tr>\n
Phase field method<\/span><\/strong><\/span><\/td>\n\u00a0<\/td>\n<\/tr>\n
Biner, S. Bulent.\u00a0Programming phase-field modeling<\/i>. Switzerland: Springer International Publishing (2017).<\/td>\n(A book that can teach you how to develop your own phase field codes)<\/td>\n<\/tr>\n
Physics<\/span><\/strong><\/span><\/td>\n\u00a0<\/td>\n<\/tr>\n
Charles Kittel, Introduction to Solid State Physics<\/em>, 8th Edition, Wiley (2014).<\/td>\n(Everyone who\u2019s in the field of solid state physics should know this book)<\/td>\n<\/tr>\n
Mechanics<\/span><\/strong><\/span><\/td>\n\u00a0<\/td>\n<\/tr>\n
Russell C. Hibbeler, Mechanics of Materials<\/em>, 10th Edition, Pearson (2017).<\/td>\n(A book for beginner)<\/td>\n<\/tr>\n
J. R. Barber, Elasticity<\/em>, 3rd Edition, Springer (2010).<\/td>\n(A more advanced book discusses the analytic approaches to a series of elasticity problems)<\/td>\n<\/tr>\n
Wei Cai and William D. Nix, Imperfection in Crystalline Solids<\/em>, Cambridge University (2016).<\/td>\n(A book discusses various defects in crystalline solid systems)<\/td>\n<\/tr>\n
Machine learning<\/span><\/strong><\/span><\/td>\n\u00a0<\/td>\n<\/tr>\n
Roberts, Daniel A., Sho Yaida, and Boris Hanin, The Principles of Deep Learning Theory,<\/em>\u00a0arXiv preprint arXiv:2106.10165\u00a0(2021).<\/td>\n(A recent book on the ab-initio theories of deep learning) (Download<\/a>)<\/td>\n<\/tr>\n
PyMC documentation<\/a><\/td>\n(PyMc, a package for building Bayesian models)<\/td>\n<\/tr>\n
\n

Piero Scaruffi, Intelligence is not Artificial (expanded edition)<\/em>, Create Space Independent Publishing Platform (<\/i><\/i>2018).<\/p>\n<\/td>\n

(A book viewing AI from a sociological view) (Download<\/a>)<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n","protected":false},"excerpt":{"rendered":"

Teaching MSE3300J\/VK330 Thermodynamics of Materials Fall 2020\/2021\/2022 (Course syllabus) VK335 Kinetics and Transitions in Materials Engineering Summer 2021\/2022 (Course syllabus) MSE6502J\/VK554 Computational Approaches in MSE Spring 2022\/2023 (Course syllabus, “double first-class” university-enterprise collaborative course with CATL) Recommended materials<\/p>\n","protected":false},"author":15,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-fullwidth.php","meta":{"footnotes":""},"class_list":["post-43","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/pages\/43","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/comments?post=43"}],"version-history":[{"count":32,"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/pages\/43\/revisions"}],"predecessor-version":[{"id":1022,"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/pages\/43\/revisions\/1022"}],"wp:attachment":[{"href":"https:\/\/sites.gc.sjtu.edu.cn\/yanming-wang\/wp-json\/wp\/v2\/media?parent=43"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}