{"id":17,"date":"2025-02-03T11:06:56","date_gmt":"2025-02-03T11:06:56","guid":{"rendered":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/?page_id=17"},"modified":"2025-10-10T13:04:03","modified_gmt":"2025-10-10T13:04:03","slug":"informacion-para-los-talleres","status":"publish","type":"page","link":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/information-for-the-workshops\/","title":{"rendered":"Information for the workshop"},"content":{"rendered":"<p class=\"has-text-align-center\">Training Workshop: <strong>Machine Learning and Artificial Intelligence in spatial analysis<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong>15th October 2025, 15:00-18:00 Aula 1<\/strong><\/p>\n\n\n\n<p>15:00-16:00 Machine learning in spatial analysis \u2013 methodological overview<\/p>\n\n\n\n<p>16:10-17:20 Pratical applications in R \u2013 unsupervised learning in spatial analysis \u2013 association rules and QDC index<\/p>\n\n\n\n<p>17:30\u201318:00 Spatial artificial intelligence \u2013 why and how to use it smart and ethical way<\/p>\n\n\n\n<p>Resources for pratical part of workshop:<\/p>\n\n\n\n<p><a href=\"https:\/\/rpubs.com\/Kathy_Kopczewska\/QDC\">https:\/\/rpubs.com\/Kathy_Kopczewska\/QDC<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/rpubs.com\/Kathy_Kopczewska\/land_use_changes\">https:\/\/rpubs.com\/Kathy_Kopczewska\/land_use_changes<\/a><\/p>\n\n\n\n<p><a href=\"https:\/\/app.sugarsync.com\/iris\/wf\/D1836703_00572095_107374\">https:\/\/app.sugarsync.com\/iris\/wf\/D1836703_00572095_107374<\/a><\/p>\n\n\n\n<p><strong>Instructions for participants (for pratical part):<\/strong><\/p>\n\n\n\n<p>&#8211; Please install the newest version of R software from <a href=\"https:\/\/www.r-project.org\/\">https:\/\/www.r-project.org\/<\/a> and possibly packages: sf::, sp::, ggplot2::, mapview::, osmdata::, arules::, arulesViz::, terra:: &#8211; please note that older versions of R mostly have conflicts with new versions of packages which we will download<\/p>\n\n\n\n<p>&#8211; Please download the data \u2013 the links to datasets which we will use are in RPubs resources<\/p>\n\n\n\n<p>&#8211; Please have a look at papers linked in RPubs resources \u2013 it will be simply easier to follow the materials during the class<\/p>","protected":false},"excerpt":{"rendered":"<p>Training Workshop: Machine Learning and Artificial Intelligence in spatial analysis 15th October 2025, 15:00-18:00 Aula 1 15:00-16:00 Machine learning in spatial analysis \u2013 methodological overview 16:10-17:20 Pratical applications in R \u2013 unsupervised learning in spatial analysis \u2013 association rules and QDC index 17:30\u201318:00 Spatial artificial intelligence \u2013 why and how to use it smart and [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-17","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/pages\/17","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/comments?post=17"}],"version-history":[{"count":10,"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/pages\/17\/revisions"}],"predecessor-version":[{"id":1365,"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/pages\/17\/revisions\/1365"}],"wp:attachment":[{"href":"https:\/\/reunionesdeestudiosregionales.org\/pamplona2025\/en\/wp-json\/wp\/v2\/media?parent=17"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}