{"id":14057,"date":"2024-06-04T09:40:31","date_gmt":"2024-06-04T16:40:31","guid":{"rendered":"https:\/\/www.hmc.edu\/clinic\/?p=14057"},"modified":"2024-06-04T09:40:31","modified_gmt":"2024-06-04T16:40:31","slug":"empirical-scaling-of-scientific-machine-learning-models","status":"publish","type":"post","link":"https:\/\/www.hmc.edu\/clinic\/2024\/empirical-scaling-of-scientific-machine-learning-models\/","title":{"rendered":"Empirical Scaling of Scientific Machine Learning Models"},"content":{"rendered":"<h2 class=\"project-sponsor-dept-year\"><span class=\"project-sponsor\">Lawrence Livermore National Laboratory<\/span> <span class=\"project-dept-year\">Computer Science\/Mathematics, 2023\u201324<\/span><\/h2>\n<div class=\"project-team\">\n<p><strong>Liaison(s):<\/strong> Helgi Ingolfsson, Robert Blake, Bridgette Michelle Davilla<br \/>\n<strong>Advisor(s):<\/strong> Naim Matasci<br \/>\n<strong>Students(s):<\/strong> Sasha Rothstein (TL-F), Megan Li, Mukta Ubale, Stephanie Huang, William Yik (TL-S)<\/p>\n<\/div>\n<div class=\"project-abstract\">\n<p>Lawrence Livermore National Laboratory conducts multiscale scientific simulations to answer questions where experiments are infeasible. To reduce computational costs, accurate yet expensive computations can be approximated using neural networks. To this end, it is important to know how much data is needed to achieve specified accuracy. Previous research shows that neural networks obey empirical scaling laws. Using this result, we developed software that measures how accuracy scales as a function of data and network size for each specific scientific domain.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Lawrence Livermore National Laboratory Computer Science\/Mathematics, 2023\u201324 Liaison(s): Helgi Ingolfsson, Robert Blake, Bridgette Michelle Davilla Advisor(s): Naim Matasci Students(s): Sasha [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[140,185],"tags":[163],"class_list":["post-14057","post","type-post","status-publish","format-standard","hentry","category-computer-science","category-mathematics","tag-lawrence-livermore-national-laboratory"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/14057","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/comments?post=14057"}],"version-history":[{"count":1,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/14057\/revisions"}],"predecessor-version":[{"id":14127,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/14057\/revisions\/14127"}],"wp:attachment":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/media?parent=14057"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/categories?post=14057"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/tags?post=14057"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}