{"id":8891,"date":"2023-03-02T11:41:22","date_gmt":"2023-03-02T03:41:22","guid":{"rendered":"https:\/\/qt.ntu.edu.tw\/qoa\/?p=8891"},"modified":"2024-11-05T19:40:48","modified_gmt":"2024-11-05T11:40:48","slug":"202303-qt-machine-learning-2","status":"publish","type":"post","link":"https:\/\/qt.ntu.edu.tw\/qoa\/202303-qt-machine-learning-2\/","title":{"rendered":"\u91cf\u5b50\u6a5f\u5668\u5b78\u7fd2\u67b6\u69cb\u5728\u751f\u6210\u624b\u5beb\u6578\u5b57\u4e0a\u6bd4\u53e4\u5178\u6a5f\u5668\u5b78\u7fd2\u66f4\u597d"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"8891\" class=\"elementor elementor-8891\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f9a6b3d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f9a6b3d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e3490f3\" data-id=\"e3490f3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5cec048 elementor-widget elementor-widget-text-editor\" data-id=\"5cec048\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><small><a href=\"https:\/\/qt.ntu.edu.tw\/qoa\">Home<\/a> \/ <a href=\"https:\/\/qt.ntu.edu.tw\/qoa\/newspaper\/about_quantum\/\">\u91cf\u5b50\u65b0\u77e5<\/a><\/small><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element 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(\u81fa\u7063\u5927\u5b78\u7269\u7406\u7cfb)<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c4bc8af elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c4bc8af\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b1503b9\" data-id=\"b1503b9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a32bada elementor-widget elementor-widget-text-editor\" data-id=\"a32bada\" data-element_type=\"widget\" data-e-type=\"widget\" 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class=\"elementor-element elementor-element-0dd8ce3 elementor-widget elementor-widget-spacer\" data-id=\"0dd8ce3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b6fed5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b6fed5\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a9e3e01\" data-id=\"a9e3e01\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8a31c47 elementor-widget elementor-widget-text-editor\" data-id=\"8a31c47\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u4eca\u5e74(2022)\u6709\u4e00\u500b\u5718\u968a\u6210\u529f\u5728\u751f\u6210\u5c0d\u6297\u7db2\u8def(GAN)\u7684\u67b6\u69cb\u4e0b\u52a0\u5165\u91cf\u5b50\u96fb\u8def\uff0c\u4e26\u4e14\u5f97\u5230\u66f4\u597d\u7684\u8868\u73fe\u3002\u751f\u6210\u5c0d\u6297\u7db2\u8def\u67b6\u69cb\u5229\u7528\u5169\u7d44\u7db2\u8def\uff0c\u4e00\u7aef\u70ba\u751f\u6210\u7aef\uff0c\u53e6\u4e00\u7aef\u5247\u70ba\u8fa8\u8b58\u7aef\u3002\u8209\u624b\u5beb\u8fa8\u8b58\u4f86\u8aaa\uff0c\u4e00\u7aef\u662f\u5b78\u7fd2\u5982\u4f55\u7522\u51fa\u50cf\u624b\u5beb\u6578\u5b57\u7684\u5716\u50cf\u3002\u800c\u9019\u4e9b\u96fb\u8166\u7522\u51fa\u7684\u5716\u50cf\u5c07\u6703\u6df7\u548c\u771f\u5be6\u7684\u624b\u5beb\u6578\u5b57\u5716\u50cf\uff0c\u7d66\u53e6\u4e00\u7aef\u8fa8\u8b58\u7aef\u9032\u884c\u5206\u8fa8\u8a13\u7df4\u3002\u8fa8\u8b58\u7aef\u5c07\u6703\u5b78\u7fd2\u5982\u4f55\u5340\u5206\u751f\u6210\u7aef\u751f\u6210\u7684\u5716\u8207\u771f\u5be6\u7684\u5716\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-98b11ef elementor-widget elementor-widget-text-editor\" data-id=\"98b11ef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u9019\u7a2e\u6a5f\u5668\u81ea\u5df1\u5167\u90e8\u4e92\u76f8\u8a13\u7df4\u7684\u751f\u6210\u5c0d\u6297\u7db2\u8def\u5b78\u7fd2\u65b9\u6cd5\u96d6\u7136\u807d\u8d77\u4f86\u5f88\u7f8e\u597d\uff0c\u4f46\u5b78\u7fd2\u901f\u5ea6\u4e8b\u5be6\u4e0a\u662f\u8207\u521d\u59cb\u7a2e\u5b50 (initial seed) \u7684\u9078\u64c7\u975e\u5e38\u76f8\u95dc\uff0c\u82e5\u521d\u59cb\u7a2e\u5b50\u9078\u64c7\u4e0d\u597d\uff0c\u5b78\u7fd2\u6548\u7387\u5c07\u6703\u5341\u5206\u7de9\u6162\uff0c\u800c\u53e4\u5178\u96fb\u8166\u5728initial seed\u7684\u6311\u9078\u4e0a\u8868\u73fe\u4e26\u6c92\u6709\u90a3\u9ebc\u597d\u3002\u56e0\u6b64\uff0c\u76f8\u6bd4\u65bc\u5927\u90e8\u5206\u7814\u7a76\u90fd\u662f\u5c07\u91cf\u5b50\u96fb\u8def\u52a0\u5728\u6a5f\u5668\u5b78\u7fd2\u7684\u8a13\u7df4\u90e8\u5206(Training Part)\uff0c\u9019\u7d44\u5718\u968a\u9078\u64c7\u5229\u7528\u91cf\u5b50\u96fb\u8def\u4f86\u6311\u9078GAN\u7684\u521d\u59cb\u7a2e\u5b50(seed)\uff0c\u4f7f\u5b78\u7fd2\u6548\u679c\u9054\u5230\u66f4\u597d\u3002\u5718\u968a\u5229\u7528\u91cf\u5b50\u96fb\u8166\u4e2d8\u500b\u96e2\u5b50\u91cf\u5b50\u4f4d\u5143\u820760,000\u5f35\u624b\u5beb\u6578\u5b57\u5716\u4f86\u9032\u884c\u8a13\u7df4\uff0c\u6210\u529f\u9054\u5230\u6bd4\u6372\u7a4d\u795e\u7d93\u7db2\u8def\u7684\u5b78\u7fd2\u8868\u73fe\u9084\u597d\uff0c\u4e5f\u986f\u73fe\u4e86\u91cf\u5b50\u96fb\u8def\u5728\u6a5f\u5668\u5b78\u7fd2\u554f\u984c\u4e0a\u80fd\u6709\u6240\u52a9\u76ca\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d7d8a5 elementor-widget elementor-widget-spacer\" data-id=\"0d7d8a5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-202c3a6 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"202c3a6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fbc3c58\" data-id=\"fbc3c58\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a6b6faf elementor-widget elementor-widget-image\" data-id=\"a6b6faf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/doi.org\/10.1103\/PhysRevX.12.031010\" target=\"_blank\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"687\" height=\"690\" src=\"https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2023\/03\/qt-20230302_machine-learning.png\" class=\"attachment-large size-large wp-image-8893\" alt=\"\u6a5f\u5668\u5b78\u7fd2\u7db2\u8def\u751f\u6210\u7684\u624b\u5beb\u6578\u5b57\" srcset=\"https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2023\/03\/qt-20230302_machine-learning.png 687w, https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2023\/03\/qt-20230302_machine-learning-300x300.png 300w, https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2023\/03\/qt-20230302_machine-learning-150x150.png 150w, https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2023\/03\/qt-20230302_machine-learning-600x603.png 600w, https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2023\/03\/qt-20230302_machine-learning-200x200.png 200w\" sizes=\"(max-width: 687px) 100vw, 687px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u6a5f\u5668\u5b78\u7fd2\u7db2\u8def\u751f\u6210\u7684\u624b\u5beb\u6578\u5b57  (\u5716\u53d6\u81ea\u8cc7\u6599\u4f86\u6e901) https:\/\/doi.org\/10.1103\/PhysRevX.12.031010<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5744f3 elementor-widget elementor-widget-spacer\" data-id=\"c5744f3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c4d0ab9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c4d0ab9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0dcb700\" data-id=\"0dcb700\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4ca8e90 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"4ca8e90\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-61d3de3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"61d3de3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0253a2a\" data-id=\"0253a2a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c863b35 elementor-widget elementor-widget-heading\" data-id=\"c863b35\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">\u8cc7\u6599\u4f86\u6e90<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6cadf65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6cadf65\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-8b0cfad\" data-id=\"8b0cfad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8b9ae6d elementor-widget elementor-widget-text-editor\" data-id=\"8b9ae6d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<ol><li>Quantum-Aided Machine Learning Shows Its Value<br \/><a href=\"https:\/\/physics.aps.org\/articles\/v15\/106\" target=\"_blank\" rel=\"noopener\">https:\/\/physics.aps.org\/articles\/v15\/106<\/a><\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u6797\u6649\u6bc5 | \u7279\u7d04\u7de8\u8f2f<br \/>\n\u73fe\u4eca\uff0c\u6a5f\u5668\u5b78\u7fd2\u9019\u9805\u6280\u8853\u65e5\u6f38\u6210\u719f\uff0c\u4e26\u4e14\u88ab\u5ee3\u6cdb\u61c9\u7528\u65bc\u5404\u7a2e\u9818\u57df\u4e2d\u3002\u6a5f\u5668\u5b78\u7fd2\u6240\u9700\u8981\u7684\u8a08\u7b97\u8cc7\u6e90\u76f8\u7576\u9f90\u5927\uff0c\u56e0\u6b64\u91cf\u5b50\u96fb\u8166\u7684\u5f37\u5927\u8a08\u7b97\u80fd\u529b\u5728\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u4e2d\u88ab\u8a8d\u70ba\u6709\u76f8\u7576\u5927\u7684\u767c\u5c55\u6f5b\u529b&#8230;<\/p>\n","protected":false},"author":3,"featured_media":8893,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[82],"tags":[276,279],"class_list":["post-8891","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-know","tag-276","tag-279"],"_links":{"self":[{"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/posts\/8891","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/comments?post=8891"}],"version-history":[{"count":17,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/posts\/8891\/revisions"}],"predecessor-version":[{"id":13092,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/posts\/8891\/revisions\/13092"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/media\/8893"}],"wp:attachment":[{"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/media?parent=8891"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/categories?post=8891"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/tags?post=8891"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}