{"id":1507,"date":"2022-10-24T09:47:48","date_gmt":"2022-10-24T09:47:48","guid":{"rendered":"https:\/\/tagon.ai\/?p=1507"},"modified":"2022-10-24T09:47:48","modified_gmt":"2022-10-24T09:47:48","slug":"model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling","status":"publish","type":"post","link":"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/","title":{"rendered":"Model validation service of TagOn: A scaling-up solution for AI data labeling"},"content":{"rendered":"\r\n\r\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-66bed32 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"66bed32\" data-element_type=\"section\">\r\n<div class=\"elementor-container elementor-column-gap-default\">\r\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4a2e788\" data-id=\"4a2e788\" data-element_type=\"column\">\r\n<div class=\"elementor-widget-wrap elementor-element-populated\">\r\n<div class=\"elementor-element elementor-element-906f308 elementor-widget elementor-widget-text-editor\" data-id=\"906f308\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\r\n<div class=\"elementor-widget-container\">\r\n\r\n<div id=\"attachment_280\" style=\"width: 650px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-280\" class=\"wp-image-280 size-full\" src=\"https:\/\/tagon.ai\/wp-content\/uploads\/2022\/03\/service-7.png\" alt=\"AI Model Validation\" width=\"640\" height=\"590\" srcset=\"https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/service-7.png 640w, https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/service-7-300x277.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><p id=\"caption-attachment-280\" class=\"wp-caption-text\">AI Model Validation<\/p><\/div>\r\n\r\nRunning a model of machine learning in production needs much more than just creating and validating models. The machine learning applied in production includes multiple components running consecutively such as data collection, data ingestion, data annotation, etc. However, today TagOn will introduce you to the data validation component of data labeling.\r\n\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section><section class=\"elementor-section elementor-top-section elementor-element elementor-element-ff29102 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ff29102\" data-element_type=\"section\">\r\n<div class=\"elementor-container elementor-column-gap-default\">\r\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-887367c\" data-id=\"887367c\" data-element_type=\"column\">\r\n<div class=\"elementor-widget-wrap elementor-element-populated\">\r\n<div class=\"elementor-element elementor-element-e97d833 elementor-widget elementor-widget-text-editor\" data-id=\"e97d833\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\r\n<div class=\"elementor-widget-container\">\r\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_42 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" area-label=\"ez-toc-toggle-icon-1\"><label for=\"item-69f8ddde4c54a\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/label><input  type=\"checkbox\" id=\"item-69f8ddde4c54a\"><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#What_is_model_validation\" title=\"What is model validation?\">What is model validation?<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#What_is_data_labeling\" title=\"What is data labeling?\">What is data labeling?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#What_is_model_validation-2\" title=\"What is model validation?\">What is model validation?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#How_does_model_validation_work\" title=\"How does model validation work?\">How does model validation work?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#How_is_model_validation_crucial\" title=\"How is model validation crucial?\">How is model validation crucial?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#Model_validation_service_from_TagOn_-_A_scaling-up_solution_for_AI_data_labeling\" title=\"Model validation service from TagOn \u2013 A scaling-up solution for AI data labeling\">Model validation service from TagOn \u2013 A scaling-up solution for AI data labeling<\/a><ul class='ez-toc-list-level-3'><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#Identify_model_failures\" title=\"Identify model failures\">Identify model failures<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#Correct_the_outputs_of_machine_learning_of_any_volumes\" title=\"Correct the outputs of machine learning of any volumes\">Correct the outputs of machine learning of any volumes<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#For_a_healthy_expansion_gain_insights_into_machine_learning_performance_through_visible_analysis\" title=\"For a healthy expansion, gain insights into machine learning performance through visible analysis\">For a healthy expansion, gain insights into machine learning performance through visible analysis<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/tagon.vn\/vi\/model-validation-service-of-tagon-a-scaling-up-solution-for-ai-data-labeling\/#Contact_information\" title=\"Contact information:\">Contact information:<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_is_model_validation\"><\/span><span style=\"color: #015c8f;\"><b>What is model validation?<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<h3><span class=\"ez-toc-section\" id=\"What_is_data_labeling\"><\/span><b>What is data labeling?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\nFirst, before getting to know data or model validation, we need to know data labeling. In machine learning, data labeling is about the process of adding labels or tags to raw data. These labels\/tags create a representation of which class of objects the data belongs to. Besides, it helps a model of machine learning learn to recognize a certain class of objects when faced with data without a label or tag.\r\n<h3><span class=\"ez-toc-section\" id=\"What_is_model_validation-2\"><\/span><b>What is model validation?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\n<div id=\"attachment_922\" style=\"width: 362px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-922\" class=\"size-full wp-image-922\" src=\"https:\/\/tagon.ai\/wp-content\/uploads\/2022\/03\/Live-Stock-Management.png\" alt=\"Data validation is a kind of service of data labeling\" width=\"352\" height=\"317\" srcset=\"https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/Live-Stock-Management.png 352w, https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/Live-Stock-Management-300x270.png 300w\" sizes=\"auto, (max-width: 352px) 100vw, 352px\" \/><p id=\"caption-attachment-922\" class=\"wp-caption-text\">Data validation is a kind of service of data labeling<\/p><\/div>\r\n\r\nModel validation is the process of evaluating the trained model with a testing data set after it has been trained. The testing data may or may not come from the same data set as the training data. To have a better understanding of things, we may observe that there are two sorts of Model Validation techniques:\r\n<ul>\r\n \t<li>In-sample validation: Data from the same dataset that was used to develop the model is utilized for testing.<\/li>\r\n \t<li>Out-of-sample validation: Data from a new dataset that wasn\u2019t utilized to develop the model is being tested.<\/li>\r\n<\/ul>\r\nData validation is known as the act of validating that the model fulfills its intended objective, i.e., how successful our model is.\r\n<h2><span class=\"ez-toc-section\" id=\"How_does_model_validation_work\"><\/span><span style=\"color: #015c8f;\"><b>How does model validation work?<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\nAny machine learning model\u2019s ultimate goal is to learn from examples in such a way that the model can apply what it\u2019s learned to new situations it hasn\u2019t encountered before. As a result, finding the correct machine learning technique to develop our model is critical when approaching a problem with a dataset in hand. Every model has its own set of advantages and disadvantages. Some algorithms, for example, are better with little datasets, while others are better with enormous amounts of data. As a result, two distinct models utilizing comparable data can predict different outcomes with varying degrees of accuracy, necessitating model validation.\r\n\r\nThe following is a timeline for data validation:\r\n<ul>\r\n \t<li>Make a decision on a machine learning algorithm.<\/li>\r\n \t<li>Choose the hyperparameters of the model.<\/li>\r\n \t<li>Match the training data to the model.<\/li>\r\n \t<li>Predict labels for new data using the model.<\/li>\r\n<\/ul>\r\nThe model\u2019s accuracy score is then determined, and if it is poor, the value of the hyperparameters used in the model is changed, and the model is retested until it has a respectable accuracy score. There are several methods for verifying a model, the two most well-known of which are cross-validation and Bootstrapping, although no single validation approach is suitable for all cases. As a result, it\u2019s critical to know what kind of data we\u2019re dealing with.\r\n<h2><span class=\"ez-toc-section\" id=\"How_is_model_validation_crucial\"><\/span><span style=\"color: #015c8f;\"><b>How is model validation crucial?<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<div id=\"attachment_1189\" style=\"width: 810px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1189\" class=\"size-full wp-image-1189\" src=\"https:\/\/tagon.ai\/wp-content\/uploads\/2022\/03\/Data-validation-is-necessary-for-machine-learning-1.jpg\" alt=\"Model Validation is crucial to AI developments\" width=\"800\" height=\"500\" srcset=\"https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/Data-validation-is-necessary-for-machine-learning-1.jpg 800w, https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/Data-validation-is-necessary-for-machine-learning-1-300x188.jpg 300w, https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/Data-validation-is-necessary-for-machine-learning-1-768x480.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><p id=\"caption-attachment-1189\" class=\"wp-caption-text\">Model Validation is crucial to AI developments<\/p><\/div>\r\n\r\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e9ac186 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e9ac186\" data-element_type=\"section\">\r\n<div class=\"elementor-container elementor-column-gap-default\">\r\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-28f7999\" data-id=\"28f7999\" data-element_type=\"column\">\r\n<div class=\"elementor-widget-wrap elementor-element-populated\">\r\n<div class=\"elementor-element elementor-element-b86a96f elementor-widget elementor-widget-text-editor\" data-id=\"b86a96f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\r\n<div class=\"elementor-widget-container\">\r\n\r\nNow that we\u2019ve seen model validation in action, we can all see how critical it is to the entire model development process. It is critical to validate the machine learning model\u2019s outputs in order to assure their accuracy. When a machine learning model is created, a large amount of training data is used, and the primary goal of model validation allows machine learning engineers to increase the data quality and quantity. It turns out that relying on a model\u2019s forecast without first evaluating and validating it is a bad idea.\r\n\r\nIn sensitive sectors such as healthcare and self-driving automobiles, any error in object detection can result in severe fatalities due to the machine\u2019s incorrect judgements in real-life forecasts. Validating the machine learning model during the training and development stages also aids in the model\u2019s ability to produce accurate predictions. The following are some additional benefits of data validation:\r\n<ul>\r\n \t<li>Flexibility and scalability<\/li>\r\n \t<li>Reduce your expenditures.<\/li>\r\n \t<li>Improve the model\u2019s quality.<\/li>\r\n \t<li>Much more mistakes are being explored.<\/li>\r\n \t<li>Prevents the model from becoming underfitting and overfitting.<\/li>\r\n<\/ul>\r\nData scientists must ensure that machine learning models under training are accurate and stable, as the model must be able to pick up on the majority of the trends and patterns in the data without introducing too much noise.\r\n\r\nNow that we understand that establishing a machine learning model is not enough to rely on its predictions, we must also check and validate its accuracy in order to assure the precision of the model\u2019s outputs and make it usable in real-world applications.\r\n<h2><span class=\"ez-toc-section\" id=\"Model_validation_service_from_TagOn_-_A_scaling-up_solution_for_AI_data_labeling\"><\/span><span style=\"color: #015c8f;\"><b>Model validation service from TagOn \u2013 A scaling-up solution for AI data labeling<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<div id=\"attachment_1080\" style=\"width: 705px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1080\" class=\"wp-image-1080 size-full\" src=\"https:\/\/tagon.ai\/wp-content\/uploads\/2022\/03\/Featured-image-url.jpg\" alt=\"TagOn \u2013 Model Validation services\" width=\"695\" height=\"352\" srcset=\"https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/Featured-image-url.jpg 695w, https:\/\/tagon.vn\/wp-content\/uploads\/2022\/03\/Featured-image-url-300x152.jpg 300w\" sizes=\"auto, (max-width: 695px) 100vw, 695px\" \/><p id=\"caption-attachment-1080\" class=\"wp-caption-text\">TagOn \u2013 Model Validation services<\/p><\/div>\r\n\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section><section class=\"elementor-section elementor-top-section elementor-element elementor-element-f86548d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f86548d\" data-element_type=\"section\">\r\n<div class=\"elementor-container elementor-column-gap-default\">\r\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7f5683f\" data-id=\"7f5683f\" data-element_type=\"column\">\r\n<div class=\"elementor-widget-wrap elementor-element-populated\">\r\n<div class=\"elementor-element elementor-element-ef94e83 elementor-widget elementor-widget-image\" data-id=\"ef94e83\" data-element_type=\"widget\" data-widget_type=\"image.default\">\r\n<div class=\"elementor-widget-container\">\r\n\r\nBoth data validation, in particular, and data labeling, in general, is extremely crucial to any AI project\u2019s whole success. Therefore, it is necessary for you to choose the service provider at the highest level of quality and prestige. Among the largest data validation service providers in Vietnam,<a href=\"https:\/\/tagon.ai\/en\" target=\"_blank\" rel=\"noopener\">\u00a0TagOn<\/a>\u00a0is absolutely outstanding because of extensive experience in implementing many data validation projects for AI SMEs and vendors in Vietnam. With TagOn, you will have reasonable costs when scaling up, stable dataset quality at scale, and an amazing time-booster when scaling up. TagOn\u2019s data validation services include:\r\n<h3><span class=\"ez-toc-section\" id=\"Identify_model_failures\"><\/span><b>Identify model failures<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\nDiscover your model output failures properly without data volume limitations, coordinate annotators\u2019 reviews using TagOn error metrics.\r\n<h3><span class=\"ez-toc-section\" id=\"Correct_the_outputs_of_machine_learning_of_any_volumes\"><\/span><b>Correct the outputs of machine learning of any volumes<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\nBy pixel-perfectly correcting erroneous model predictions, you may reduce the likelihood of your large-scale machine learning outputs failing.\r\n<h3><span class=\"ez-toc-section\" id=\"For_a_healthy_expansion_gain_insights_into_machine_learning_performance_through_visible_analysis\"><\/span><b>For a healthy expansion, gain insights into machine learning performance through visible analysis<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\r\nTrack model performance and ensure healthy organizational growth, collect tailored model insights and display them with visible analysis.\r\n\r\nFor more advice, please contact us at the following information:\r\n<h2><span class=\"ez-toc-section\" id=\"Contact_information\"><\/span><span style=\"color: #015c8f;\"><b>Contact information:<\/b><\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\r\n<b>Website:\u00a0<\/b><a href=\"https:\/\/tagon.ai\/en\" target=\"_blank\" rel=\"noopener\">https:\/\/tagon.ai\/en<\/a>\r\n\r\n<a href=\"https:\/\/www.linkedin.com\/company\/tagon-data-labeling\" target=\"_blank\" rel=\"noopener\"><strong>Linkedin:<\/strong> https:\/\/www.linkedin.com\/company\/tagon-data-labeling<\/a>\r\n\r\n<b>Facebook: <\/b><a href=\"https:\/\/www.facebook.com\/TagOnAi\/\" target=\"_blank\" rel=\"noopener\">https:\/\/www.facebook.com\/TagOnAi\/<\/a>\r\n\r\n<b>Phone number<\/b>: +84 2466 603 178\r\n\r\n<b>Email:<\/b>\u00a0<a href=\"mailto:contact@tagon.ai\">contact@tagon.ai<\/a> \/\u00a0<a href=\"mailto:linh.le@tagon.ai\">linh.le@tagon.ai<\/a>\r\n\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section><\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/div>\r\n<\/section>","protected":false},"excerpt":{"rendered":"<p>Running a model of machine learning in production needs much more than just creating and validating models. The machine learning applied in production includes multiple components running consecutively such as data collection, data ingestion, data annotation, etc. However, today TagOn will introduce you to the data validation component of data labeling. What is model validation? [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":672,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[8],"tags":[],"class_list":["post-1507","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-vi","type-post-blog"],"acf":[],"_links":{"self":[{"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/posts\/1507","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/comments?post=1507"}],"version-history":[{"count":1,"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/posts\/1507\/revisions"}],"predecessor-version":[{"id":1508,"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/posts\/1507\/revisions\/1508"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/media\/672"}],"wp:attachment":[{"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/media?parent=1507"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/categories?post=1507"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tagon.vn\/vi\/wp-json\/wp\/v2\/tags?post=1507"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}