{"id":232,"date":"2022-02-16T23:30:26","date_gmt":"2022-02-17T05:30:26","guid":{"rendered":"https:\/\/baylor.ai\/?p=232"},"modified":"2022-02-17T17:12:52","modified_gmt":"2022-02-17T23:12:52","slug":"performance-analysis-of-quantum-machine-learning-classifiers","status":"publish","type":"post","link":"https:\/\/lab.rivas.ai\/?p=232","title":{"rendered":"Performance Analysis of Quantum Machine Learning Classifiers"},"content":{"rendered":"\n<p>Quantum mechanics has advanced analytical studies beyond the constraints of classical mechanics in recent years. Quantum Machine Learning&nbsp; (QML)&nbsp;is one of these fields of study. QML currently offers working solutions comparable to (traditional) machine learning, such as classification and prediction tasks utilizing quantum classifiers (q-classifiers).<\/p>\n\n\n\n<p>We investigated a variety of these q-classifiers and reported the outcomes of our research in comparison to their classical counterparts. Paper: [\u00a0<a rel=\"noreferrer noopener\" href=\"https:\/\/rivas.ai\/bibs\/jui2021performance.bib\" target=\"_blank\">bib<\/a>\u00a0|\u00a0<a rel=\"noreferrer noopener\" href=\"https:\/\/rivas.ai\/pdfs\/jui2021performance.pdf\" target=\"_blank\">.pdf<\/a>\u00a0]<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"482\" src=\"https:\/\/baylor.ai\/wp-content\/uploads\/2022\/02\/image-9-1024x482.png\" alt=\"\" class=\"wp-image-243\" srcset=\"https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/02\/image-9-1024x482.png 1024w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/02\/image-9-300x141.png 300w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/02\/image-9-768x362.png 768w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/02\/image-9-863x406.png 863w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/02\/image-9-229x108.png 229w, https:\/\/lab.rivas.ai\/wp-content\/uploads\/2022\/02\/image-9.png 1257w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Quantum mechanics has advanced analytical studies beyond the constraints of classical mechanics in recent years. Quantum Machine Learning&nbsp; (QML)&nbsp;is one of these fields of study. QML currently offers working solutions comparable to (traditional) machine learning, such as classification and prediction tasks utilizing quantum classifiers (q-classifiers). We investigated a variety of these q-classifiers and reported the &hellip; <a href=\"https:\/\/lab.rivas.ai\/?p=232\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">Performance Analysis of Quantum Machine Learning Classifiers<\/span><\/a><\/p>\n","protected":false},"author":6,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[7],"class_list":["post-232","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-quantum-ml"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts\/232","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=232"}],"version-history":[{"count":10,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts\/232\/revisions"}],"predecessor-version":[{"id":252,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=\/wp\/v2\/posts\/232\/revisions\/252"}],"wp:attachment":[{"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=232"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=232"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lab.rivas.ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=232"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}