{"id":498,"date":"2023-08-07T07:22:40","date_gmt":"2023-08-07T07:22:40","guid":{"rendered":"https:\/\/babyai-hub.vizdata.tech\/?p=498"},"modified":"2023-09-04T15:15:46","modified_gmt":"2023-09-04T15:15:46","slug":"maestro-dataset-maestro","status":"publish","type":"post","link":"https:\/\/babyai-hub.vizdata.tech\/?p=498","title":{"rendered":"Thammasat University Musical AI : MAESTRO"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"498\" class=\"elementor elementor-498\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cdf240a e-flex e-con-boxed e-con e-parent\" data-id=\"cdf240a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fb3d157 elementor-widget elementor-widget-heading\" data-id=\"fb3d157\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.16.0 - 23-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">MAESTRO dataset (MAESTRO)<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6da6aab elementor-widget elementor-widget-heading\" data-id=\"6da6aab\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>-Thammasat University Musical AI PROJECT-<\/b><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7bf6a6 elementor-widget elementor-widget-spacer\" data-id=\"a7bf6a6\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.16.0 - 23-08-2023 *\/\n.elementor-column 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xmlns=&#039;http:\/\/www.w3.org\/2000\/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 20 16&#039; fill=&#039;none&#039; stroke=&#039;black&#039; stroke-width=&#039;1&#039; stroke-linecap=&#039;square&#039; stroke-miterlimit=&#039;10&#039;%3E%3Cg transform=&#039;translate(-12.000000, 0)&#039;%3E%3Cpath d=&#039;M28,0L10,18&#039;\/%3E%3Cpath d=&#039;M18,0L0,18&#039;\/%3E%3Cpath d=&#039;M48,0L30,18&#039;\/%3E%3Cpath d=&#039;M38,0L20,18&#039;\/%3E%3C\/g%3E%3C\/svg%3E&quot;);\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t\t<h1 class=\"elementor-divider__text elementor-divider__element\">\n\t\t\t\tDISCRIPTION\t\t\t\t<\/h1>\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0c729e7 elementor-widget elementor-widget-spacer\" data-id=\"0c729e7\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb291d5 e-flex e-con-boxed e-con e-parent\" data-id=\"cb291d5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-564abeb elementor-widget elementor-widget-heading\" data-id=\"564abeb\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><img decoding=\"async\" draggable=\"false\" role=\"img\" class=\"emoji\" alt=\"\u25b6\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/14.0.0\/svg\/25b6.svg\" style=\"font-family: Sarabun, sans-serif; font-size: 16px; font-style: normal; font-weight: 300; background-color: rgb(255, 255, 255);\"><span style=\"font-family: Sarabun, sans-serif; font-size: 16px; font-style: normal; font-weight: 300;\"> <\/span>Musical AI<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6ac349e elementor-widget elementor-widget-heading\" data-id=\"6ac349e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">This research was created as part of the project \"Innovative All-around Learning toward Smart Campus Creation\" by Dr. Somrudee Deepaisarn and team under the larger-scheme of AI Ready City Networking in RUN Project conceptualized by Prof. Dr. Virach Sornlertlamvanich.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-237e4e3 elementor-widget elementor-widget-heading\" data-id=\"237e4e3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">We aim to use machine learning to classify different music composers based on their compositions. We gathered a dataset of musical pieces from different composers, extracted features from each piece, and trained machine learning models to predict the composer of a given musical piece.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3dc0a8e elementor-widget elementor-widget-heading\" data-id=\"3dc0a8e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">The public dataset used for performing this experiment is the MIDI and Audio Edited for Synchronous TRacks and Organization (MAESTRO) dataset. The dataset is available at: https:\/\/magenta.tensorflow.org\/datasets\/maestro<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-da34718 elementor-widget elementor-widget-heading\" data-id=\"da34718\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Over 60 composers are presented in this dataset. The first 10 composers with the greatest number of music pieces are shown in the figure below.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ff3c1c3 elementor-widget elementor-widget-heading\" data-id=\"ff3c1c3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sum_Point \u0e1c\u0e25\u0e23\u0e27\u0e21\u0e02\u0e2d\u0e07\u0e08\u0e38\u0e14\u0e41\u0e2a\u0e14\u0e07\u0e01\u0e32\u0e23\u0e01\u0e23\u0e30\u0e08\u0e38\u0e01\u0e15\u0e31\u0e27\u0e02\u0e2d\u0e07\u0e1b\u0e23\u0e30\u0e0a\u0e32\u0e01\u0e23<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d213633 elementor-widget elementor-widget-image\" data-id=\"d213633\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.16.0 - 23-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/babyai-hub.vizdata.tech\/wp-content\/uploads\/elementor\/thumbs\/Num_Music_Comp_Horizon2_70b275dc26-qajvjto8bimulwa5lequf2f5zbs5w68qy7ikye2gag.png\" title=\"Num_Music_Comp_Horizon2_70b275dc26\" alt=\"Num_Music_Comp_Horizon2_70b275dc26\" loading=\"lazy\" \/>\t\t\t\t\t\t\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-406112c elementor-widget elementor-widget-heading\" data-id=\"406112c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">In this project, we only consider the first five composers.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ee5be5 elementor-widget elementor-widget-spacer\" data-id=\"4ee5be5\" data-element_type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\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<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>MAESTRO dataset (MAESTRO) -Thammasat University Musical AI PROJECT- DISCRIPTION Musical AI This research was created as part of the project &#8220;Innovative All-around.<\/p>\n","protected":false},"author":3,"featured_media":1044,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,40],"tags":[60,61,59,48],"class_list":["post-498","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dataset","category-tu-musical-ai","tag-ai","tag-maestro","tag-musical","tag-thammasat-university"],"_links":{"self":[{"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/posts\/498","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=498"}],"version-history":[{"count":20,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/posts\/498\/revisions"}],"predecessor-version":[{"id":2055,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/posts\/498\/revisions\/2055"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/media\/1044"}],"wp:attachment":[{"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=498"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=498"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=498"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}