{"id":1523,"date":"2023-03-24T07:55:41","date_gmt":"2023-03-24T11:55:41","guid":{"rendered":"https:\/\/carleton.ca\/cybersea\/?p=1523"},"modified":"2026-01-26T10:41:50","modified_gmt":"2026-01-26T15:41:50","slug":"new-publication-conceptualizing-the-secure-machine-learning-operations-secmlops-paradigm","status":"publish","type":"post","link":"https:\/\/carleton.ca\/cybersea\/2023\/new-publication-conceptualizing-the-secure-machine-learning-operations-secmlops-paradigm\/","title":{"rendered":"New Publication: Conceptualizing the Secure Machine Learning Operations (SecMLOps) Paradigm"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        New Publication: Conceptualizing the Secure Machine Learning Operations (SecMLOps) Paradigm\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n<p>Our publication &#8220;<a href=\"https:\/\/doi.org\/10.1109\/QRS57517.2022.00023\">Conceptualizing the Secure Machine Learning Operations (SecMLOps) Paradigm<\/a>&#8221; is now available online. This is the work of PhD Student, <a href=\"https:\/\/carleton.ca\/cybersea\/people\/xinrui-zhang\/\">Xinrui Zhang<\/a>. This paper introduces the Secure Machine Learning Operations (SecMLOps) paradigm, which extends MLOps with security considerations. We use the People, Processes, Technology, Governance and Compliance (PPTGC) framework to conceptualize SecMLOps, and to discuss challenges in adopting SecMLOps in practice. This paper aims to provide guidance and a research roadmap for ML researchers and organizational-level practitioners towards secure, reliable, and trustworthy MLOps. It was was presented at the <a href=\"https:\/\/qrs22.techconf.org\/\">22nd IEEE International Conference on Software Quality, Reliability, and Security (QRS)<\/a> in December 2022. See <a href=\"https:\/\/carleton.ca\/cybersea\/publications\/\">Publications<\/a>&nbsp;for more details!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Our publication &#8220;Conceptualizing the Secure Machine Learning Operations (SecMLOps) Paradigm&#8221; is now available online. This is the work of PhD Student, Xinrui Zhang. This paper introduces the Secure Machine Learning Operations (SecMLOps) paradigm, which extends MLOps with security considerations. We use the People, Processes, Technology, Governance and Compliance (PPTGC) framework to conceptualize SecMLOps, and to [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":431,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"categories":[41],"tags":[],"class_list":["post-1523","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-publication"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts\/1523","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/comments?post=1523"}],"version-history":[{"count":1,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts\/1523\/revisions"}],"predecessor-version":[{"id":1524,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/posts\/1523\/revisions\/1524"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/media\/431"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/media?parent=1523"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/categories?post=1523"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/carleton.ca\/cybersea\/wp-json\/wp\/v2\/tags?post=1523"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}