{"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":"2026-03-24T09:09:48","modified_gmt":"2026-03-24T09:09:48","slug":"trainingdml-ai","status":"publish","type":"standards","link":"https:\/\/www.ogc.org\/standards\/trainingdml-ai\/","title":{"rendered":"Training Data Markup Language for Artificial Intelligence"},"content":{"rendered":"<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","protected":false},"excerpt":{"rendered":"<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","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:\/\/www.ogc.org\/wp-json\/wp\/v2\/standards\/8561","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/standards"}],"about":[{"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/types\/standards"}],"author":[{"embeddable":true,"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/comments?post=8561"}],"version-history":[{"count":1,"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/standards\/8561\/revisions"}],"predecessor-version":[{"id":34536,"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/standards\/8561\/revisions\/34536"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/media\/19382"}],"wp:attachment":[{"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/media?parent=8561"}],"wp:term":[{"taxonomy":"standards-tag","embeddable":true,"href":"https:\/\/www.ogc.org\/wp-json\/wp\/v2\/standards-tag?post=8561"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}