{"id":1413,"date":"2023-08-31T07:59:01","date_gmt":"2023-08-31T07:59:01","guid":{"rendered":"https:\/\/babyai-hub.vizdata.tech\/?p=1413"},"modified":"2023-09-04T14:54:18","modified_gmt":"2023-09-04T14:54:18","slug":"thammasat-university-musical-ai-project-visual-based-musical-data-representation-for-composer-classification","status":"publish","type":"post","link":"https:\/\/babyai-hub.vizdata.tech\/?p=1413","title":{"rendered":"Thammasat University Musical AI Project : Visual-based Musical Data Representation for Composer Classification"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1413\" class=\"elementor elementor-1413\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cec5827 e-flex e-con-boxed e-con e-parent\" data-id=\"cec5827\" 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-bd2d799 elementor-widget elementor-widget-heading\" data-id=\"bd2d799\" 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\">Visual-based Musical Data <br>Representation for Composer Classification<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-07f648e elementor-widget elementor-widget-heading\" data-id=\"07f648e\" 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-4497bff elementor-widget elementor-widget-spacer\" data-id=\"4497bff\" 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 .elementor-spacer-inner{height:var(--spacer-size)}.e-con{--container-widget-width:100%}.e-con-inner>.elementor-widget-spacer,.e-con>.elementor-widget-spacer{width:var(--container-widget-width,var(--spacer-size));--align-self:var(--container-widget-align-self,initial);--flex-shrink:0}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container,.e-con>.elementor-widget-spacer>.elementor-widget-container{height:100%;width:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer{height:100%}.e-con-inner>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner,.e-con>.elementor-widget-spacer>.elementor-widget-container>.elementor-spacer>.elementor-spacer-inner{height:var(--container-widget-height,var(--spacer-size))}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty,.e-con>.elementor-widget-spacer.elementor-widget-empty{position:relative;min-height:22px;min-width:22px}.e-con-inner>.elementor-widget-spacer.elementor-widget-empty 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.elementor-divider-separator:before,.elementor-widget-divider--separator-type-pattern:not([class*=elementor-widget-divider--view]) .elementor-divider-separator{width:100%;min-height:var(--divider-pattern-height);-webkit-mask-size:var(--divider-pattern-size) 100%;mask-size:var(--divider-pattern-size) 100%;-webkit-mask-repeat:var(--divider-pattern-repeat);mask-repeat:var(--divider-pattern-repeat);background-color:var(--divider-color);-webkit-mask-image:var(--divider-pattern-url);mask-image:var(--divider-pattern-url)}.elementor-widget-divider--no-spacing{--divider-pattern-size:auto}.elementor-widget-divider--bg-round{--divider-pattern-repeat:round}.rtl .elementor-widget-divider .elementor-divider__text{direction:rtl}.e-con-inner>.elementor-widget-divider,.e-con>.elementor-widget-divider{width:var(--container-widget-width,100%);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-divider\" style=\"--divider-pattern-url: url(&quot;data:image\/svg+xml,%3Csvg 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-fd29bbb elementor-widget elementor-widget-spacer\" data-id=\"fd29bbb\" 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-4370a7a e-flex e-con-boxed e-con e-parent\" data-id=\"4370a7a\" 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-641717e elementor-widget elementor-widget-heading\" data-id=\"641717e\" 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-33e8902 elementor-widget elementor-widget-heading\" data-id=\"33e8902\" 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-1e120cf elementor-widget elementor-widget-heading\" data-id=\"1e120cf\" 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'll gather a dataset of musical pieces from different composers, extract features from each piece, and train a machine learning model to predict the composer given a musical piece.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-edf9774 elementor-widget elementor-widget-heading\" data-id=\"edf9774\" 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\"><a href=\"https:\/\/media.vizdata.tech\/index.php\/s\/4alvJBXJuDgxXcW\">\u2022 The acoustic features, including pitch, velocity, onset, and duration are extracted as the primary input features for the classification of composers.<\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4490f08 elementor-widget elementor-widget-heading\" data-id=\"4490f08\" 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\"><a href=\"https:\/\/media.vizdata.tech\/index.php\/s\/4alvJBXJuDgxXcW\">\u2022 A music note is visually represented on an image at a specified feature channel where a pixel intensity indicates its value for velocity, onset, or duration.<\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-231801a elementor-widget elementor-widget-spacer\" data-id=\"231801a\" 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<div class=\"elementor-element elementor-element-068104d elementor-widget elementor-widget-heading\" data-id=\"068104d\" 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\">EXPLANATION  OF ACOUSTIC FEATURE<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3dc52b4 elementor-widget__width-initial elementor-widget elementor-widget-shortcode\" data-id=\"3dc52b4\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\">\n<table id=\"tablepress-16\" class=\"tablepress tablepress-id-16\">\n<thead>\n<tr class=\"row-1 odd\">\n\t<th class=\"column-1\">Acoustic Feature<\/th><th class=\"column-2\">Explanation<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-hover\">\n<tr class=\"row-2 even\">\n\t<td class=\"column-1\">Velocity<\/td><td class=\"column-2\">How hard a piano key is struck<\/td>\n<\/tr>\n<tr class=\"row-3 odd\">\n\t<td class=\"column-1\">Onset<\/td><td class=\"column-2\">The beginer point of a note<\/td>\n<\/tr>\n<tr class=\"row-4 even\">\n\t<td class=\"column-1\">Duration<\/td><td class=\"column-2\">How long a note is played<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-16 from cache --><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2eeefc1 elementor-widget elementor-widget-heading\" data-id=\"2eeefc1\" 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\"><a href=\"https:\/\/media.vizdata.tech\/index.php\/s\/4alvJBXJuDgxXcW\">\u2022 The grayscale single channel images were constructed from a single feature of velocity, onset, and duration.<\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a278cd elementor-widget elementor-widget-heading\" data-id=\"3a278cd\" 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\"><a href=\"https:\/\/media.vizdata.tech\/index.php\/s\/4alvJBXJuDgxXcW\">\u2022 These three features were also combined to create multi-channel RGB images.<\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-350362e elementor-widget elementor-widget-image\" data-id=\"350362e\" 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 loading=\"lazy\" decoding=\"async\" width=\"443\" height=\"668\" src=\"https:\/\/babyai-hub.vizdata.tech\/wp-content\/uploads\/2023\/08\/features_1_7a730ff476-1.png\" class=\"attachment-large size-large wp-image-1424\" alt=\"\" srcset=\"https:\/\/babyai-hub.vizdata.tech\/wp-content\/uploads\/2023\/08\/features_1_7a730ff476-1.png 443w, https:\/\/babyai-hub.vizdata.tech\/wp-content\/uploads\/2023\/08\/features_1_7a730ff476-1-199x300.png 199w\" sizes=\"auto, (max-width: 443px) 100vw, 443px\" \/>\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-3232a0c elementor-widget elementor-widget-heading\" data-id=\"3232a0c\" 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\"><a href=\"https:\/\/media.vizdata.tech\/index.php\/s\/4alvJBXJuDgxXcW\">\u2022 In this work, composer classification was performed on the visual-based musical data representation.<\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-905409a elementor-widget elementor-widget-heading\" data-id=\"905409a\" 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\"><a href=\"https:\/\/media.vizdata.tech\/index.php\/s\/4alvJBXJuDgxXcW\">\u2022 Input data and classification models constituted of adjustable parameters, including the based pre-trained model, length of the temporal index, and acoustic features.<\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b286ddc elementor-widget elementor-widget-heading\" data-id=\"b286ddc\" 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\"><a href=\"https:\/\/media.vizdata.tech\/index.php\/s\/4alvJBXJuDgxXcW\">\u2022 The F1-score of classification performance on each parameter was investigated as follows:<\/a><\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67b5c7d elementor-widget elementor-widget-spacer\" data-id=\"67b5c7d\" 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<div class=\"elementor-element elementor-element-876ed91 elementor-widget elementor-widget-heading\" data-id=\"876ed91\" 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\">CLASSIFICATION PERFORMANCE OF MODELS CONSTRUCTED BY VARIOUS FEATURES<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4927c13 elementor-widget__width-initial elementor-widget elementor-widget-shortcode\" data-id=\"4927c13\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\">\n<table id=\"tablepress-17\" class=\"tablepress tablepress-id-17\">\n<thead>\n<tr class=\"row-1 odd\">\n\t<th class=\"column-1\">#composer<\/th><th class=\"column-2\">models<\/th><th class=\"column-3\">feature<\/th><th class=\"column-4\">length<\/th><th class=\"column-5\">F1-score<\/th>\n<\/tr>\n<\/thead>\n<tbody class=\"row-hover\">\n<tr class=\"row-2 even\">\n\t<td class=\"column-1\">5<\/td><td class=\"column-2\">EfficientNet B7<\/td><td class=\"column-3\">Velocity<\/td><td class=\"column-4\">400<\/td><td class=\"column-5\">0.87<\/td>\n<\/tr>\n<tr class=\"row-3 odd\">\n\t<td class=\"column-1\">5<\/td><td class=\"column-2\">ResNet34<\/td><td class=\"column-3\">Velocity<\/td><td class=\"column-4\">200<\/td><td class=\"column-5\">0.85<\/td>\n<\/tr>\n<tr class=\"row-4 even\">\n\t<td class=\"column-1\">5<\/td><td class=\"column-2\">ResNet34<\/td><td class=\"column-3\">Velocity<\/td><td class=\"column-4\">400<\/td><td class=\"column-5\">0.85<\/td>\n<\/tr>\n<tr class=\"row-5 odd\">\n\t<td class=\"column-1\">5<\/td><td class=\"column-2\">ResNet34<\/td><td class=\"column-3\">Velocity<\/td><td class=\"column-4\">600<\/td><td class=\"column-5\">0.82<\/td>\n<\/tr>\n<tr class=\"row-6 even\">\n\t<td class=\"column-1\">5<\/td><td class=\"column-2\">ResNet34<\/td><td class=\"column-3\">onset<\/td><td class=\"column-4\">400<\/td><td class=\"column-5\">0.78<\/td>\n<\/tr>\n<tr class=\"row-7 odd\">\n\t<td class=\"column-1\">5<\/td><td class=\"column-2\">ResNet34<\/td><td class=\"column-3\">duration<\/td><td class=\"column-4\">400<\/td><td class=\"column-5\">0.78<\/td>\n<\/tr>\n<tr class=\"row-8 even\">\n\t<td class=\"column-1\">5<\/td><td class=\"column-2\">ResNet34<\/td><td class=\"column-3\">RGB<\/td><td class=\"column-4\">400<\/td><td class=\"column-5\">0.72<\/td>\n<\/tr>\n<tr class=\"row-9 odd\">\n\t<td class=\"column-1\">14<\/td><td class=\"column-2\">ResNet34<\/td><td class=\"column-3\">Velocity<\/td><td class=\"column-4\">400<\/td><td class=\"column-5\">0.68<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<!-- #tablepress-17 from cache --><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-30a815a elementor-widget elementor-widget-spacer\" data-id=\"30a815a\" 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>Visual-based Musical Data Representation for Composer Classification Thammasat University Musical AI Project DISCRIPTION Musical AI This research was created as part of.<\/p>\n","protected":false},"author":3,"featured_media":1620,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[74,40],"tags":[60,59],"class_list":["post-1413","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-model","category-tu-musical-ai","tag-ai","tag-musical"],"_links":{"self":[{"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/posts\/1413","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=1413"}],"version-history":[{"count":24,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/posts\/1413\/revisions"}],"predecessor-version":[{"id":2040,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/posts\/1413\/revisions\/2040"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=\/wp\/v2\/media\/1620"}],"wp:attachment":[{"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1413"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1413"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/babyai-hub.vizdata.tech\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1413"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}