{"id":5016,"date":"2021-12-20T15:11:13","date_gmt":"2021-12-20T07:11:13","guid":{"rendered":"https:\/\/qt.ntu.edu.tw\/qoa\/?p=5016"},"modified":"2024-11-05T19:51:44","modified_gmt":"2024-11-05T11:51:44","slug":"202112-qc-neural-network","status":"publish","type":"post","link":"https:\/\/qt.ntu.edu.tw\/qoa\/202112-qc-neural-network\/","title":{"rendered":"\u7528\u91cf\u5b50\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u89e3\u6c7aAI\u7684\u68af\u5ea6\u6d88\u5931\u554f\u984c"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5016\" class=\"elementor elementor-5016\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3ced947 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3ced947\" 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-878a7a1\" data-id=\"878a7a1\" 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-a5d5603 elementor-widget elementor-widget-text-editor\" data-id=\"a5d5603\" 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 elementor-element-d7b293c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d7b293c\" 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-8bbb439\" data-id=\"8bbb439\" 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-4006923 elementor-widget elementor-widget-text-editor\" data-id=\"4006923\" 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>\u5b6b\u6b23\uff5c\u7279\u7d04\u7de8\u8f2f (\u81fa\u7063\u5927\u5b78\u5316\u5b78\u7cfb\u7814\u7a76\u52a9\u7406)<\/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-0da4d00 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0da4d00\" 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-283bd2d\" data-id=\"283bd2d\" 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-aa69491 elementor-widget elementor-widget-text-editor\" data-id=\"aa69491\" 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>\u68af\u5ea6\u6d88\u5931(Barren Plateaus)\u662f\u5728\u4eba\u5de5\u985e\u795e\u7d93\u7db2\u8def\u7684\u61c9\u7528\u4e2d\u7684\u4e00\u500b\u975e\u5e38\u5927\u7684\u96e3\u984c\uff0c\u6b64\u554f\u984c\u7684\u51fa\u73fe\u6703\u8b93\u4e00\u500b\u4eba\u5de5\u985e\u795e\u7d93\u7db2\u8def\u7121\u6cd5\u8abf\u6821\u51fa\u6e96\u78ba\u7684\u7d50\u679c\uff0c\u9032\u800c\u4f7f\u6a5f\u5668\u5b78\u7fd2\u5931\u6557\uff0c\u7121\u6cd5\u5f9e\u8a13\u7df4\u8cc7\u6599\u4e2d\u5f97\u5230\u6b63\u78ba\u7684\u6a21\u5f0f\u3002\u672c\u6708\u4e2d\u65ec(10\/15)\uff0c\u4f86\u81ea\u6d1b\u65af\u963f\u62c9\u83ab\u65af\u570b\u5bb6\u5be6\u9a57\u5ba4(Los Alamos National Laboratory)\u7684\u7406\u8ad6\u5718\u968a\uff0c\u4ee5\u6578\u5b78\u56b4\u8b39\u7684\u8b49\u660e\uff0c\u78ba\u8a8d\u4e86\u6709\u4e00\u985e\u91cf\u5b50\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u4e0d\u6703\u767c\u751f\u68af\u5ea6\u6d88\u5931\u554f\u984c\uff0c\u5c07\u5927\u5927\u6709\u52a9\u65bc\u6a5f\u5668\u5b78\u7fd2\u7684\u9032\u884c\u3002\u91cf\u5b50\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u88ab\u8a8d\u70ba\u662f\u5206\u6790\u53ca\u5b78\u7fd2\u91cf\u5b50\u8cc7\u6599\u7279\u5fb5\u7684\u6709\u6548\u5de5\u5177\u4e4b\u4e00\uff0c\u7136\u800c\u5176\u7406\u8ad6\u4e0a\u7684\u6548\u7387\u4ee5\u53ca\u56b4\u8b39\u7684\u6578\u5b78\u5206\u6790\u5728\u5148\u524d\u7684\u7814\u7a76\u4e2d\u8f03\u5c11\u88ab\u63a2\u8a0e\uff0c\u6b64\u4e00\u7814\u7a76\u4e0d\u6b62\u8b49\u660e\u4e86\u91cf\u5b50\u6a5f\u5668\u5b78\u7fd2\u7684\u512a\u8d8a\u6027\uff0c\u66f4\u9032\u4e00\u6b65\u7684\u589e\u9032\u4e86\u6211\u5011\u5c0d\u91cf\u5b50\u96fb\u8166\u6f5b\u529b\u7684\u7406\u89e3\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-9286d42 elementor-widget elementor-widget-spacer\" data-id=\"9286d42\" 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-71d646f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"71d646f\" 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-863428d\" data-id=\"863428d\" 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-0c9a63f elementor-widget elementor-widget-image\" data-id=\"0c9a63f\" 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<img fetchpriority=\"high\" decoding=\"async\" width=\"431\" height=\"330\" src=\"https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2021\/12\/review_neural_network.png\" class=\"attachment-large size-large wp-image-5018\" alt=\"\u91cf\u5b50\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u793a\u610f\u5716\" srcset=\"https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2021\/12\/review_neural_network.png 431w, https:\/\/qt.ntu.edu.tw\/qoa\/wp-content\/uploads\/2021\/12\/review_neural_network-300x230.png 300w\" sizes=\"(max-width: 431px) 100vw, 431px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u91cf\u5b50\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u793a\u610f\u5716<br>\u5716\u7247\u53d6\u81ea\u5718\u968a\u7814\u7a76\u8ad6\u6587: PhysRevX.11.041011<\/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\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-c23dcc5 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c23dcc5\" 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-49314cd\" data-id=\"49314cd\" 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-1a9fa32 elementor-widget elementor-widget-spacer\" data-id=\"1a9fa32\" 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-7465064 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7465064\" 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-495f1ee\" data-id=\"495f1ee\" 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-8257657 elementor-widget elementor-widget-button\" data-id=\"8257657\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/journals.aps.org\/prx\/pdf\/10.1103\/PhysRevX.11.041011\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-file-alt\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">\u95b1\u8b80\u5168\u6587 <\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\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-76ddf17 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"76ddf17\" 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-7d68641 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d68641\" 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-d217055\" data-id=\"d217055\" 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-054fad5 elementor-widget elementor-widget-heading\" data-id=\"054fad5\" 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-69a7e6e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"69a7e6e\" 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-31c0268\" data-id=\"31c0268\" 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-1147409 elementor-widget elementor-widget-text-editor\" data-id=\"1147409\" 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><a href=\"https:\/\/journals.aps.org\/prx\/pdf\/10.1103\/PhysRevX.11.041011\" target=\"_blank\" rel=\"noopener\">https:\/\/journals.aps.org\/prx\/pdf\/10.1103\/PhysRevX.11.041011<\/a><\/li><li><a href=\"https:\/\/en.wikipedia.org\/wiki\/Convolutional_neural_network\" target=\"_blank\" rel=\"noopener\">https:\/\/en.wikipedia.org\/wiki\/Convolutional_neural_network<\/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>\u5b6b\u6b23\uff5c\u7279\u7d04\u7de8\u8f2f<br \/>\n\u68af\u5ea6\u6d88\u5931(Barren Plateaus)\u662f\u5728\u4eba\u5de5\u985e\u795e\u7d93\u7db2\u8def\u7684\u61c9\u7528\u4e2d\u7684\u4e00\u500b\u975e\u5e38\u5927\u7684\u96e3\u984c\uff0c\u6b64\u554f\u984c\u7684\u51fa\u73fe\u6703\u8b93\u4e00\u500b\u4eba\u5de5\u985e\u795e\u7d93\u7db2\u8def\u7121\u6cd5\u8abf\u6821\u51fa\u6e96\u78ba\u7684\u7d50\u679c\uff0c\u9032\u800c\u4f7f\u6a5f\u5668\u5b78\u7fd2\u5931\u6557&#8230;<\/p>\n","protected":false},"author":3,"featured_media":5018,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[82],"tags":[165,164],"class_list":["post-5016","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-know","tag-ai","tag-164"],"_links":{"self":[{"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/posts\/5016","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=5016"}],"version-history":[{"count":14,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/posts\/5016\/revisions"}],"predecessor-version":[{"id":13218,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/posts\/5016\/revisions\/13218"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/media\/5018"}],"wp:attachment":[{"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/media?parent=5016"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/categories?post=5016"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/qt.ntu.edu.tw\/qoa\/wp-json\/wp\/v2\/tags?post=5016"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}