{"id":1024,"date":"2020-07-16T07:27:56","date_gmt":"2020-07-16T07:27:56","guid":{"rendered":"https:\/\/nilg.ai\/?p=1024"},"modified":"2022-05-25T11:41:28","modified_gmt":"2022-05-25T11:41:28","slug":"applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good","status":"publish","type":"post","link":"https:\/\/nilg.ai\/pt\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/","title":{"rendered":"Applying geospatial data for Machine Learning, with a focus on social good"},"content":{"rendered":"<p><img decoding=\"async\" class=\"aligncenter wp-image-1029 size-large\" src=\"https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-1024x671.jpg\" alt=\"\" width=\"1024\" height=\"671\" srcset=\"https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-1024x671.jpg 1024w, https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-300x197.jpg 300w, https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-768x503.jpg 768w, https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-1536x1006.jpg 1536w, https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-2048x1342.jpg 2048w, https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-1920x1258.jpg 1920w, https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-1-600x393.jpg 600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>In partnership with <a href=\"http:\/\/www.dssg.pt\">Data Science for Social Good Portugal<\/a>, we are launching a series of webinars in AI topics related to social good. The first talk was by Paulo Maia, on the 28th of June, with the topic &#8220;Applying geospatial data for Machine Learning, with a focus on social good&#8221;. In case you weren&#8217;t able to register in time or attend the talk, it is available on the link below.<\/p>\n<p>The main topics of this talk in Geospatial Machine Learning are:<\/p>\n<ul>\n<li>Ways of representing geospatial data as inputs for machine learning models<\/li>\n<li>Most common models for doing so<\/li>\n<li>Pipeline for spatiotemporal problems and the most common types of problems in the literature<\/li>\n<li>Example of possible use cases which use geospatial data (focus on social good issues)<\/li>\n<li>Discussion + Q&amp;A<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<div align=\"center\"><div class=\"responsive-embed widescreen\"><iframe src=\"https:\/\/www.youtube.com\/embed\/BJaanNX9Df0\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/div><\/div>\n<p>&nbsp;<\/p>\n<p>The presented slides are shown below:<\/p>\n<p><a href=\"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/05\/DSSG-Webinar@30June1.pdf\" target=\"_blank\" rel=\"noopener\">Slides are available here.<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>In partnership with Data Science for Social Good Portugal, we are launching a series of webinars in AI topics related to social good. The first talk was by Paulo Maia, on the 28th of June, with the topic &#8220;Applying geospatial data for Machine Learning, with a focus on social good&#8221;. In case you weren&#8217;t able [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":1027,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[79],"tags":[74,45,77],"class_list":["post-1024","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-webinar","tag-geospatial-data","tag-machine-learning","tag-social-good"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Applying geospatial data for Machine Learning, with a focus on social good - NILG.AI<\/title>\n<meta name=\"description\" content=\"A workshop on applying geospatial data for ML, with a focus on social good. Including data representations, models and common tricks.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/nilg.ai\/pt\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/\" \/>\n<meta property=\"og:locale\" content=\"pt_PT\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Applying geospatial data for Machine Learning, with a focus on social good - NILG.AI\" \/>\n<meta property=\"og:description\" content=\"A workshop on applying geospatial data for ML, with a focus on social good. Including data representations, models and common tricks.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/nilg.ai\/pt\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/\" \/>\n<meta property=\"og:site_name\" content=\"NILG.AI\" \/>\n<meta property=\"article:published_time\" content=\"2020-07-16T07:27:56+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-05-25T11:41:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-e1653477500880.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"2048\" \/>\n\t<meta property=\"og:image:height\" content=\"1342\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Paulo Maia\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@nilg_ai\" \/>\n<meta name=\"twitter:site\" content=\"@nilg_ai\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Paulo Maia\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minuto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/\"},\"author\":{\"name\":\"Paulo Maia\",\"@id\":\"https:\/\/nilg.ai\/#\/schema\/person\/a860b9395bd25c5090160a3ac30e980d\"},\"headline\":\"Applying geospatial data for Machine Learning, with a focus on social good\",\"datePublished\":\"2020-07-16T07:27:56+00:00\",\"dateModified\":\"2022-05-25T11:41:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/\"},\"wordCount\":154,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/nilg.ai\/#organization\"},\"keywords\":[\"Geospatial Data\",\"Machine Learning\",\"Social Good\"],\"articleSection\":[\"Webinar\"],\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/\",\"url\":\"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/\",\"name\":\"Applying geospatial data for Machine Learning, with a focus on social good - NILG.AI\",\"isPartOf\":{\"@id\":\"https:\/\/nilg.ai\/#website\"},\"datePublished\":\"2020-07-16T07:27:56+00:00\",\"dateModified\":\"2022-05-25T11:41:28+00:00\",\"description\":\"A workshop on applying geospatial data for ML, with a focus on social good. Including data representations, models and common tricks.\",\"inLanguage\":\"pt-PT\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/nilg.ai\/#website\",\"url\":\"https:\/\/nilg.ai\/\",\"name\":\"NILG.AI\",\"description\":\"Create ever-improving businesses with AI\",\"publisher\":{\"@id\":\"https:\/\/nilg.ai\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/nilg.ai\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pt-PT\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/nilg.ai\/#organization\",\"name\":\"NILG.AI\",\"url\":\"https:\/\/nilg.ai\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\/\/nilg.ai\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/03\/logo.svg\",\"contentUrl\":\"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/03\/logo.svg\",\"caption\":\"NILG.AI\"},\"image\":{\"@id\":\"https:\/\/nilg.ai\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/twitter.com\/nilg_ai\",\"https:\/\/youtube.com\/@nilg_ai\",\"https:\/\/www.linkedin.com\/company\/nilg-ai\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/nilg.ai\/#\/schema\/person\/a860b9395bd25c5090160a3ac30e980d\",\"name\":\"Paulo Maia\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pt-PT\",\"@id\":\"https:\/\/nilg.ai\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/9e3e7cb701fd6dcee37f7a4e9f73ef5a27f5741062c4cb179724a1052ea23086?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/9e3e7cb701fd6dcee37f7a4e9f73ef5a27f5741062c4cb179724a1052ea23086?s=96&d=mm&r=g\",\"caption\":\"Paulo Maia\"},\"url\":\"https:\/\/nilg.ai\/pt\/author\/paulo\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Applying geospatial data for Machine Learning, with a focus on social good - NILG.AI","description":"A workshop on applying geospatial data for ML, with a focus on social good. Including data representations, models and common tricks.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/nilg.ai\/pt\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/","og_locale":"pt_PT","og_type":"article","og_title":"Applying geospatial data for Machine Learning, with a focus on social good - NILG.AI","og_description":"A workshop on applying geospatial data for ML, with a focus on social good. Including data representations, models and common tricks.","og_url":"https:\/\/nilg.ai\/pt\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/","og_site_name":"NILG.AI","article_published_time":"2020-07-16T07:27:56+00:00","article_modified_time":"2022-05-25T11:41:28+00:00","og_image":[{"width":2048,"height":1342,"url":"https:\/\/nilg.ai\/wp-content\/uploads\/2020\/07\/pexels-andrea-piacquadio-3769138-e1653477500880.jpg","type":"image\/jpeg"}],"author":"Paulo Maia","twitter_card":"summary_large_image","twitter_creator":"@nilg_ai","twitter_site":"@nilg_ai","twitter_misc":{"Written by":"Paulo Maia","Est. reading time":"1 minuto"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/#article","isPartOf":{"@id":"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/"},"author":{"name":"Paulo Maia","@id":"https:\/\/nilg.ai\/#\/schema\/person\/a860b9395bd25c5090160a3ac30e980d"},"headline":"Applying geospatial data for Machine Learning, with a focus on social good","datePublished":"2020-07-16T07:27:56+00:00","dateModified":"2022-05-25T11:41:28+00:00","mainEntityOfPage":{"@id":"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/"},"wordCount":154,"commentCount":0,"publisher":{"@id":"https:\/\/nilg.ai\/#organization"},"keywords":["Geospatial Data","Machine Learning","Social Good"],"articleSection":["Webinar"],"inLanguage":"pt-PT","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/","url":"https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/","name":"Applying geospatial data for Machine Learning, with a focus on social good - NILG.AI","isPartOf":{"@id":"https:\/\/nilg.ai\/#website"},"datePublished":"2020-07-16T07:27:56+00:00","dateModified":"2022-05-25T11:41:28+00:00","description":"A workshop on applying geospatial data for ML, with a focus on social good. Including data representations, models and common tricks.","inLanguage":"pt-PT","potentialAction":[{"@type":"ReadAction","target":["https:\/\/nilg.ai\/202007\/applying-geospatial-data-for-machine-learning-with-a-focus-on-social-good\/"]}]},{"@type":"WebSite","@id":"https:\/\/nilg.ai\/#website","url":"https:\/\/nilg.ai\/","name":"NILG.AI","description":"Create ever-improving businesses with AI","publisher":{"@id":"https:\/\/nilg.ai\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/nilg.ai\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"pt-PT"},{"@type":"Organization","@id":"https:\/\/nilg.ai\/#organization","name":"NILG.AI","url":"https:\/\/nilg.ai\/","logo":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/nilg.ai\/#\/schema\/logo\/image\/","url":"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/03\/logo.svg","contentUrl":"https:\/\/nilg.ai\/wp-content\/uploads\/2022\/03\/logo.svg","caption":"NILG.AI"},"image":{"@id":"https:\/\/nilg.ai\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/twitter.com\/nilg_ai","https:\/\/youtube.com\/@nilg_ai","https:\/\/www.linkedin.com\/company\/nilg-ai\/"]},{"@type":"Person","@id":"https:\/\/nilg.ai\/#\/schema\/person\/a860b9395bd25c5090160a3ac30e980d","name":"Paulo Maia","image":{"@type":"ImageObject","inLanguage":"pt-PT","@id":"https:\/\/nilg.ai\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/9e3e7cb701fd6dcee37f7a4e9f73ef5a27f5741062c4cb179724a1052ea23086?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/9e3e7cb701fd6dcee37f7a4e9f73ef5a27f5741062c4cb179724a1052ea23086?s=96&d=mm&r=g","caption":"Paulo Maia"},"url":"https:\/\/nilg.ai\/pt\/author\/paulo\/"}]}},"_links":{"self":[{"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/posts\/1024","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/comments?post=1024"}],"version-history":[{"count":5,"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/posts\/1024\/revisions"}],"predecessor-version":[{"id":1037,"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/posts\/1024\/revisions\/1037"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/media\/1027"}],"wp:attachment":[{"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/media?parent=1024"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/categories?post=1024"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nilg.ai\/pt\/wp-json\/wp\/v2\/tags?post=1024"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}