{"id":14866,"date":"2026-06-18T09:04:53","date_gmt":"2026-06-18T16:04:53","guid":{"rendered":"https:\/\/www.hmc.edu\/clinic\/2026\/building-a-training-area-for-kubernetes-machine-learning-models\/"},"modified":"2026-06-18T09:04:53","modified_gmt":"2026-06-18T16:04:53","slug":"building-a-training-area-for-kubernetes-machine-learning-models","status":"publish","type":"post","link":"https:\/\/www.hmc.edu\/clinic\/2026\/building-a-training-area-for-kubernetes-machine-learning-models\/","title":{"rendered":"Building a Training Area for Kubernetes Machine Learning Models"},"content":{"rendered":"<h2 class=\"project-sponsor-dept-year\"><span class=\"project-sponsor\">Applied Computing Research Labs<\/span> <span class=\"project-dept-year\">Computer Science\/Mathematics, 2025\u201326<\/span><\/h2>\n<div class=\"project-team\">\n<p><strong>Liaison(s):<\/strong> Dr. David Morrison \u201908<br \/>\n<strong>Advisor(s):<\/strong> Erin Talvitie<br \/>\n<strong>Students(s):<\/strong> Cate Lewison (TL-S), Diya Gangwar (TL-F), Bob Gao, Omar Jimenez, Rui Zhang<\/p>\n<\/div>\n<div class=\"project-abstract\">Applied Computing Research Labs (ACRL) is a leader in building solutions to optimize and manage distributed systems applications. ACRL\u2019s work centers on Kubernetes, the ubiquitous platform that drives modern cloud infrastructure. However, Kubernetes remains a complicated ecosystem to debug. Using SimKube, ACRL\u2019s Kubernetes simulator, the Clinic team designed a training arena where reinforcement learning agents learn to handle resource constraints and system errors. This training arena would make SimKube the only complete platform for training RL agents on Kubernetes simulations.<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Applied Computing Research Labs Computer Science\/Mathematics, 2025\u201326 Liaison(s): Dr. David Morrison \u201908 Advisor(s): Erin Talvitie Students(s): Cate Lewison (TL-S), Diya [&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":[740],"class_list":["post-14866","post","type-post","status-publish","format-standard","hentry","category-computer-science","category-mathematics","tag-applied-computing-research-labs"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/14866","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=14866"}],"version-history":[{"count":1,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/14866\/revisions"}],"predecessor-version":[{"id":14909,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/posts\/14866\/revisions\/14909"}],"wp:attachment":[{"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/media?parent=14866"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/categories?post=14866"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.hmc.edu\/clinic\/wp-json\/wp\/v2\/tags?post=14866"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}