{"id":8561,"date":"2023-09-19T15:52:05","date_gmt":"2023-09-19T19:52:05","guid":{"rendered":"https:\/\/www.ogc.org\/?post_type=standards&#038;p=8561"},"modified":"2025-09-17T05:44:35","modified_gmt":"2025-09-17T05:44:35","slug":"trainingdml-ai","status":"publish","type":"standards","link":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/standards\/trainingdml-ai\/","title":{"rendered":"Training Data Markup Language for Artificial Intelligence"},"content":{"rendered":"\n\n<h1 class=\"wp-block-heading has-2-xl-font-size\"><strong>Training Data Markup Language for Artificial Intelligence<\/strong><\/h1>\n\n\n\n<p>This standard aims to develop the unified modeling language (UML) model and encodings for geospatial machine learning training data. Training data plays a fundamental role in Earth Observation (EO) Artificial Intelligence Machine Learning (AI\/ML), especially Deep Learning (DL). It is used to train, validate, and test AI\/ML models.<\/p>\n\n\n\n\n\n\n<section class=\"wp-block-group pattern-single-column is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<h2 class=\"wp-block-heading has-blue-color has-text-color has-link-color has-2-xl-font-size wp-elements-c81bb6ca8df4a9fb76581a9b45c4fe6b\"><strong>Overview<\/strong><\/h2>\n\n\n\n<p>The Training Data Markup Language for Artificial Intelligence (TrainingDML-AI) Standard aims to develop the UML model and encodings for geospatial machine learning training data. Training data plays a fundamental role in Earth Observation (EO) Artificial Intelligence Machine Learning (AI\/ML), especially Deep Learning (DL). It is used to train, validate, and test AI\/ML models. This Standard defines a UML model and encodings consistent with the OGC Standards baseline to exchange and retrieve the training data in the Web environment.<\/p>\n\n\n\n<p id=\"_95213901-9438-9c68-230e-06daa01b76aa\">The TrainingDML-AI Standard provides detailed metadata for formalizing the information model of training data. This includes but is not limited to the following aspects:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How to introduce external classification schemes and flexible means for representing ground truth labeling.<\/li>\n\n\n\n<li>How the training data is prepared, such as provenance or quality;<\/li>\n\n\n\n<li>How to specify different metadata used for different ML tasks such as scene\/object\/pixel levels;<\/li>\n\n\n\n<li>How to differentiate the high-level training data information model and extended information models specific to various ML applications; and<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>Overview The Training Data Markup Language for Artificial Intelligence (TrainingDML-AI) Standard aims to develop the UML model and encodings for geospatial machine learning training data. Training data plays a fundamental role in Earth Observation (EO) Artificial Intelligence Machine Learning (AI\/ML), especially Deep Learning (DL). It is used to train, validate, and test AI\/ML models. This [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":19382,"parent":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_eb_attr":"","footnotes":""},"standards-tag":[],"class_list":["post-8561","standards","type-standards","status-publish","format-standard","has-post-thumbnail","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/standards\/8561","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/standards"}],"about":[{"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/types\/standards"}],"author":[{"embeddable":true,"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/comments?post=8561"}],"version-history":[{"count":1,"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/standards\/8561\/revisions"}],"predecessor-version":[{"id":19383,"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/standards\/8561\/revisions\/19383"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/media\/19382"}],"wp:attachment":[{"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/media?parent=8561"}],"wp:term":[{"taxonomy":"standards-tag","embeddable":true,"href":"https:\/\/fm-connect1.fortmindz.in\/wp-ogc\/wp-json\/wp\/v2\/standards-tag?post=8561"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}