{"id":1184482,"date":"2021-04-07T09:55:58","date_gmt":"2021-04-07T16:55:58","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1184482"},"modified":"2023-07-07T16:47:38","modified_gmt":"2023-07-07T23:47:38","slug":"dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai","title":{"rendered":"Dev Summit 2021: ArcGIS &#8211; a complete system for Spatial Analysis, Data Science, and Geospatial AI"},"author":6181,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341,22931,37121],"tags":[31601,759812],"industry":[],"product":[421922,36841,36571,36941,36551,36561,756702],"class_list":["post-1184482","blog","type-blog","status-publish","format-standard","hentry","category-analytics","category-imagery","category-real-time","tag-data-science","tag-dev-summit-2021-demo","product-arcgis","product-api-python","product-arcgis-enterprise","product-geoanalytics-server","product-arcgis-online","product-arcgis-pro","product-arcgis-velocity"],"acf":{"short_description":"ArcGIS brings analytical methods and spatial methodologies to life to uncover hidden patterns to predict and drive decision making.","flexible_content":[{"acf_fc_layout":"content","content":"<p><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">In this morning\u2019s Developer Summit plenary,\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">Jay, Lauren, Rohit, and <\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">our presenters <\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">demonstrated <\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">how <\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">ArcGIS brings <\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">analytical methods and spatial\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">methodologies\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">to\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">life to\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">uncover hidden patterns<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">\u00a0to<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">\u00a0predict and\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">drive\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">decision<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">\u00a0making.\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">S<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">patial machine learning and deep learning AI models\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">are integrated into ArcGIS\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW182659077 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW182659077 BCX0\">to help you solve complex problems.<\/span><\/span><span class=\"EOP SCXW182659077 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<p><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">If you missed today\u2019s plenary<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">\u00a0or you<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">\u2019ve seen<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">\u00a0it and are ready to learn more<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">, we\u2019ve got you covered.\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">Here, w<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">e\u2019ve provided an<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">\u00a0overview\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">of today\u2019s themes\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\">along with companion blogs and articles to learn more<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;d5e86049-0bfa-4749-8e55-25f9bf0e2d59|26&quot;,&quot;Properties&quot;:[134233614,&quot;true&quot;,201340122,&quot;1&quot;,469775450,&quot;normaltextrun&quot;,469778129,&quot;normaltextrun&quot;,469778324,&quot;Default Paragraph Font&quot;],&quot;ClassId&quot;:1179649}\">.\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\" data-ccp-charstyle=\"normaltextrun\">Once\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\" data-ccp-charstyle=\"normaltextrun\">recorded\u202fplenary\u202fvideos<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\" data-ccp-charstyle=\"normaltextrun\">are available<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\" data-ccp-charstyle=\"normaltextrun\">, we\u2019ll include links to them within each respective blog<\/span><\/span><span class=\"TextRun Highlight SCXW190890662 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW190890662 BCX0\" data-ccp-charstyle=\"normaltextrun\">.<\/span><\/span><span class=\"EOP SCXW190890662 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1184662,"id":1184662,"title":"Slide2","filename":"Slide2-1.jpg","filesize":70355,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\/slide2-4","alt":"","author":"6181","description":"","caption":"","name":"slide2-4","status":"inherit","uploaded_to":1184482,"date":"2021-04-06 22:54:31","modified":"2021-04-06 22:54:31","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1280,"height":720,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1.jpg","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1.jpg","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1.jpg","large-width":1280,"large-height":720,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1.jpg","1536x1536-width":1280,"1536x1536-height":720,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1.jpg","2048x2048-width":1280,"2048x2048-height":720,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1-826x465.jpg","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide2-1.jpg","wide_image-width":1280,"wide_image-height":720}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">Today\u2019s demos were centered around\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">data<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">, which<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">\u00a0is fundamental to<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">\u00a0s<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">olv<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">ing<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">\u00a0spatial problems<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">\u00a0and to ultimately\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">drive better understanding and decision making<\/span><\/span><span class=\"TextRun Highlight SCXW83343626 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83343626 BCX0\">.<\/span><\/span><span class=\"EOP SCXW83343626 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">Through\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">ArcGIS<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">, w<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">e saw a variety of ways in which we<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">\u00a0can<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">\u00a0bring\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">many different data types and formats<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">together\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">in a systematic\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">way. F<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">rom data collection to data management to secur<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">ing<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">\u00a0data access via web services,\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">the system is\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">optimized for\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">visualization and analysis<\/span><\/span><span class=\"TextRun Highlight SCXW20076741 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW20076741 BCX0\">.<\/span><\/span><span class=\"EOP SCXW20076741 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">And, o<\/span><\/span><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">nce your data is prepared and ready for analysis,\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">you can\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW255870589 BCX0\">use<\/span><span class=\"NormalTextRun SCXW255870589 BCX0\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW255870589 BCX0\" href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-pro\/overview\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\" data-ccp-charstyle=\"Hyperlink\">ArcGIS Pro<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">,\u00a0<\/span><\/span><a class=\"Hyperlink SCXW255870589 BCX0\" href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-enterprise\/overview\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\" data-ccp-charstyle=\"Hyperlink\">ArcGIS <\/span><\/span><span class=\"TextRun Highlight Underlined SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\" data-ccp-charstyle=\"Hyperlink\">Enterprise<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">,<\/span><\/span><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">\u00a0and\u00a0<\/span><\/span><a class=\"Hyperlink SCXW255870589 BCX0\" href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-online\/overview\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\" data-ccp-charstyle=\"Hyperlink\">ArcGIS\u00a0<\/span><\/span><span class=\"TextRun Highlight Underlined SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\" data-ccp-charstyle=\"Hyperlink\">Online<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">\u00a0as a complete system to manage your workflows<\/span><\/span><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">.<\/span><\/span><span class=\"TextRun Highlight SCXW255870589 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW255870589 BCX0\">\u00a0Below is an overview of each main section and provides links to learn more.<\/span><\/span><span class=\"EOP SCXW255870589 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"content","content":"<h3><strong><span class=\"TextRun SCXW123413237 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW123413237 BCX0\">System overview and highlights<\/span><\/span><span class=\"EOP SCXW123413237 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/strong><\/h3>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"ArcGIS 2021: System Overview and Highlights\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/OdTZovwjrh8?list=PLaPDDLTCmy4bl7t6OOCoNX23nrwJIdWnW\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<p><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">Vinay <\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW125361928 BCX0\">u<\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW125361928 BCX0\">se<\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW125361928 BCX0\">s<\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW125361928 BCX0\" href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-online-imagery\/overview\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW125361928 BCX0\" data-ccp-charstyle=\"Hyperlink\">ArcGIS Image<\/span><\/span><\/a><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">\u00a0to<\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">analyze burn impact and severity\u00a0<\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">from California wildfires <\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">using <\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">a <\/span><\/span><span class=\"TextRun SCXW125361928 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW125361928 BCX0\">large imagery dataset in the cloud.<\/span><\/span><span class=\"EOP SCXW125361928 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong><a class=\"Hyperlink SCXW235974842 BCX0\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-online\/imagery\/dev-summit-2021-analyze-burn-impact-and-severity\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW235974842 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW235974842 BCX0\" data-ccp-charstyle=\"Hyperlink\">Dev Summit 2021: Analyze burn impact and severity<\/span><\/span><\/a><span class=\"TextRun SCXW235974842 BCX0\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW235974842 BCX0\">\u00a0<\/span><\/span><\/strong><\/li>\n<\/ul>\n<p><span class=\"TextRun Highlight SCXW246824891 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246824891 BCX0\">Hong\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW246824891 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246824891 BCX0\">uses\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW246824891 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246824891 BCX0\">ArcGIS to analyze spatiotemporal patterns of timber harvest across time<\/span><\/span><span class=\"TextRun Highlight SCXW246824891 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246824891 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW246824891 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246824891 BCX0\">using change detection tools with time series imagery.<\/span><\/span><span class=\"EOP SCXW246824891 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/imagery\/change-detection-of-time-series-imagery-2\/\"><strong>Dev Summit 2021: Change detection of time series imagery<\/strong><\/a><\/li>\n<\/ul>\n"},{"acf_fc_layout":"content","content":"<h3><strong><span class=\"TextRun SCXW131798325 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW131798325 BCX0\">Spatial Analysis<\/span><\/span><span class=\"EOP SCXW131798325 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/strong><\/h3>\n<p><span class=\"TextRun Highlight SCXW84580188 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW84580188 BCX0\">Bethany\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW84580188 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW84580188 BCX0\">shows\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW84580188 BCX0\">how<\/span><span class=\"NormalTextRun SCXW84580188 BCX0\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW84580188 BCX0\" href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/tool-reference\/geoanalytics-desktop\/an-overview-of-the-geoanalytics-desktop-toolbox.htm\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW84580188 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW84580188 BCX0\" data-ccp-charstyle=\"Hyperlink\">GeoAnalytics<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW84580188 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW84580188 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW84580188 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW84580188 BCX0\">is used\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW84580188 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW84580188 BCX0\">to process and analyze over 6 million records of ocean vessel data. Using the data, she studies the environmental impact of ocean vessel traffic.<\/span><\/span><span class=\"EOP SCXW84580188 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong><a class=\"Hyperlink SCXW41817538 BCX0\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/dev-summit-2021-geoanalytics-in-arcgis-pro\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW41817538 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW41817538 BCX0\" data-ccp-charstyle=\"Hyperlink\">Dev Summit 2021: GeoAnalytics in ArcGIS Pro<\/span><\/span><\/a><span class=\"EOP SCXW41817538 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/strong><\/li>\n<\/ul>\n<p><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">Suzanne shows\u00a0<\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2 SCXW187818932 BCX0\">us<\/span><span class=\"NormalTextRun SCXW187818932 BCX0\">\u00a0<\/span><\/span><a class=\"Hyperlink SCXW187818932 BCX0\" href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-velocity\/overview\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\" data-ccp-charstyle=\"Hyperlink\">ArcGIS Velocity<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">, a\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">new offering within ArcGIS Online<\/span><\/span><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">. ArcGIS Velocity is<\/span><\/span><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">\u00a0a fully hosted solution<\/span><\/span><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">\u00a0and<\/span><\/span><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">\u00a0delive<\/span><\/span><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">rs<\/span><\/span><span class=\"TextRun Highlight SCXW187818932 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW187818932 BCX0\">\u00a0real-time and big data functionality.\u00a0<\/span><\/span><span class=\"EOP SCXW187818932 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-velocity\/analytics\/consume-and-analyze-real-time-data-using-arcgis-velocity\/\">Dev Summit 2021: Consume and analyze real-time data using ArcGIS Velocity<\/a><\/strong><\/li>\n<\/ul>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Analytics Overview: Big Data Analysis with GeoAnalytics\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/BVXafriOSQU?list=PLaPDDLTCmy4bl7t6OOCoNX23nrwJIdWnW\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<h3><strong>Spatial Data Science<\/strong><\/h3>\n<p><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">In this section, see how ArcGIS\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">integrate<\/span><\/span><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">s<\/span><\/span><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">\u00a0with external system<\/span><\/span><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">s to bring spatial data science to life<\/span><\/span><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">\u00a0with open and powerful experience<\/span><\/span><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">s<\/span><\/span><span class=\"TextRun Highlight SCXW246827024 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW246827024 BCX0\">\u00a0for data scientists.<\/span><\/span><span class=\"EOP SCXW246827024 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<p><span class=\"TextRun Highlight SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\">Lakeisha walks us through the\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\">new\u00a0<\/span><\/span><a class=\"Hyperlink SCXW250560888 BCX0\" href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/spatial-analytics-data-science\/capabilities\/data-engineering\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\" data-ccp-charstyle=\"Hyperlink\">Data Engineering tools<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\">\u00a0in ArcGIS Pro to\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\">explore<\/span><\/span><span class=\"TextRun Highlight SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\">\u00a0food insecurity trends to\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\">ultimately\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW250560888 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW250560888 BCX0\">inform policy decisions.<\/span><\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/data-engineering-in-arcgis-pro\/\"><strong><span class=\"EOP SCXW250560888 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">Dev Summit 2021: Data Engineering in ArcGIS Pro\u00a0<\/span><\/strong><\/a><\/li>\n<\/ul>\n<p><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">Jie\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">summarizes<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">the results of\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">partnered research to identify\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">whether<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">certain\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">communities are disproportionately impacted by the health burdens of air pollution. In doing so, she shows how to use\u00a0<\/span><\/span><a class=\"Hyperlink SCXW160139027 BCX0\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/introducing-time-series-forecasting-in-arcgis-pro\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\" data-ccp-charstyle=\"Hyperlink\">Time Series Forecasting tools<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">\u00a0to\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">study the data<\/span><\/span><span class=\"TextRun Highlight SCXW160139027 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW160139027 BCX0\">\u00a0across both space and time.<\/span><\/span><span class=\"EOP SCXW160139027 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong><a class=\"Hyperlink SCXW24454426 BCX0\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/dev-summit-2021-integrate-spatial-approach-and-time-series-analysis\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW24454426 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW24454426 BCX0\" data-ccp-charstyle=\"Hyperlink\">Dev Summit 2021: Integrate a spatial approach and time series forecasting<\/span><\/span><\/a><span class=\"EOP SCXW24454426 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559731&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/strong><\/li>\n<\/ul>\n<p><span class=\"TextRun Highlight SCXW167522216 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167522216 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;d5e86049-0bfa-4749-8e55-25f9bf0e2d59|26&quot;,&quot;Properties&quot;:[134233614,&quot;true&quot;,201340122,&quot;1&quot;,469775450,&quot;normaltextrun&quot;,469778129,&quot;normaltextrun&quot;,469778324,&quot;Default Paragraph Font&quot;],&quot;ClassId&quot;:1179649}\">Nic<\/span><\/span><span class=\"TextRun Highlight SCXW167522216 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167522216 BCX0\" data-ccp-charstyle=\"normaltextrun\">k highlights some exciting new enhancements in the\u00a0<\/span><\/span><a class=\"Hyperlink SCXW167522216 BCX0\" href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/r-arcgis-bridge\/overview\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW167522216 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167522216 BCX0\" data-ccp-charstyle=\"Hyperlink\">R-ArcGIS Bridge<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW167522216 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW167522216 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0through a case study on ecoregion mapping in the United States.<\/span><\/span><span class=\"EOP SCXW167522216 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong> <a class=\"Hyperlink SCXW234416470 BCX0\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/the-r-arcgis-bridge-in-2021-esri-developer-summit-plenary\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW234416470 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW234416470 BCX0\" data-ccp-charstyle=\"Hyperlink\">The R-ArcGIS Bridge at the 2021 Esri Developer Summit Plenary<\/span><\/span><\/a><\/strong><\/li>\n<\/ul>\n<p>Alberto studies the relationship between voter ID laws and voter turnout to determine whether some communities are disproportionately impacted.<\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/introducing-the-sas-arcgis-bridge-three-things-to-know\/\">Introducing the SAS\u00ae-ArcGIS Bridge: Three Things to Know<\/a><\/strong><\/li>\n<\/ul>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Spatial Data Science, Data Engineering\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/Ht81zu6CQMs?list=PLaPDDLTCmy4bl7t6OOCoNX23nrwJIdWnW\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<h3>Geospatial AI<\/h3>\n<p><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">In this section, see how AI is integrated into ArcGIS at multiple levels.<\/span><\/span><\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Geospatial AI, An Overview\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/Xts2OGnsQ7U?list=PLaPDDLTCmy4bl7t6OOCoNX23nrwJIdWnW\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<p><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">The <\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SpellingErrorV2 SCXW1678300 BCX0\">arcgis.learn<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0module in\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">ArcGIS API for\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">Python<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0is\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">designed for your\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">end<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">-to-end\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">deep learning\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">workflows<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0from<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\"> model training <\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">to<\/span><\/span><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0deployment.<\/span><\/span><\/p>\n<p><span class=\"TextRun Highlight SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">We see how the use of\u00a0<\/span><\/span><a class=\"Hyperlink SCXW1678300 BCX0\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/announcements\/announcing-new-pretrained-models-at-fedgis\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\" data-ccp-charstyle=\"Hyperlink\">E<\/span><\/span><span class=\"TextRun Underlined SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\" data-ccp-charstyle=\"Hyperlink\">sri provided pre-trained models<\/span><\/span><\/a><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0can be used as-is or<\/span><\/span><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0as base models\u00a0<\/span><\/span><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">that you can fine tune\u00a0f<\/span><\/span><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">o<\/span><\/span><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">r<\/span><\/span><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0your workflows<\/span><\/span><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">.<\/span><\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1184702,"id":1184702,"title":"Slide23","filename":"Slide23.jpg","filesize":48733,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\/slide23","alt":"","author":"6181","description":"","caption":"","name":"slide23","status":"inherit","uploaded_to":1184482,"date":"2021-04-06 23:04:17","modified":"2021-04-06 23:04:17","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1280,"height":720,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23.jpg","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23.jpg","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23.jpg","large-width":1280,"large-height":720,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23.jpg","1536x1536-width":1280,"1536x1536-height":720,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23.jpg","2048x2048-width":1280,"2048x2048-height":720,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23-826x465.jpg","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide23.jpg","wide_image-width":1280,"wide_image-height":720}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><a class=\"Hyperlink SCXW1678300 BCX0\" href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/help\/analysis\/image-analyst\/deep-learning-in-arcgis-pro.htm\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\" data-ccp-charstyle=\"Hyperlink\">AI tools in ArcGIS Pro<\/span><\/span><\/a><span class=\"TextRun SCXW1678300 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW1678300 BCX0\">\u00a0make deep learning approachable for analysts and the app frameworks in ArcGIS enable developers to create AI-enabled Apps and Solutions.<\/span><\/span><span class=\"EOP SCXW1678300 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1184712,"id":1184712,"title":"Slide24","filename":"Slide24.jpg","filesize":62458,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24.jpg","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\/slide24","alt":"","author":"6181","description":"","caption":"","name":"slide24","status":"inherit","uploaded_to":1184482,"date":"2021-04-06 23:05:19","modified":"2021-04-06 23:05:19","menu_order":0,"mime_type":"image\/jpeg","type":"image","subtype":"jpeg","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1280,"height":720,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24-213x200.jpg","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24.jpg","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24.jpg","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24.jpg","large-width":1280,"large-height":720,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24.jpg","1536x1536-width":1280,"1536x1536-height":720,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24.jpg","2048x2048-width":1280,"2048x2048-height":720,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24-826x465.jpg","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/Slide24.jpg","wide_image-width":1280,"wide_image-height":720}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">In this section, hear from\u00a0<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">our\u00a0<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">own community of<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">\u00a0developers and data scientists<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">\u00a0as they<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">\u00a0show you\u00a0<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">how they\u2019ve\u00a0<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">adopt<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">ed<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">\u00a0<a href=\"https:\/\/www.esri.com\/en-us\/capabilities\/geoai\/overview\">Geospatial AI<\/a> in\u00a0<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">their\u00a0<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">real<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">-world<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">\u00a0projects. They<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">\u2019ve<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">\u00a0joi<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\">ned<\/span><\/span><span class=\"TextRun Highlight BCX0 SCXW2496804\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun BCX0 SCXW2496804\"> us from around the world.<\/span><\/span><\/p>\n<p><span class=\"TextRun Highlight SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;d5e86049-0bfa-4749-8e55-25f9bf0e2d59|26&quot;,&quot;Properties&quot;:[134233614,&quot;true&quot;,201340122,&quot;1&quot;,469775450,&quot;normaltextrun&quot;,469778129,&quot;normaltextrun&quot;,469778324,&quot;Default Paragraph Font&quot;],&quot;ClassId&quot;:1179649}\">Maher Abdel Karim from The Public Authority for Civil Information (PACI) shows how to<\/span><\/span><span class=\"TextRun Highlight SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0use\u202f<\/span><\/span><span class=\"TextRun Highlight SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"normaltextrun\">an AI<\/span><\/span><span class=\"TextRun Highlight SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0model to keep their GIS data (roads, buildings and parking lots) updated.<\/span><\/span><span class=\"TextRun Highlight SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"eop\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;d5e86049-0bfa-4749-8e55-25f9bf0e2d59|27&quot;,&quot;Properties&quot;:[134233614,&quot;true&quot;,201340122,&quot;1&quot;,469775450,&quot;eop&quot;,469778129,&quot;eop&quot;,469778324,&quot;Default Paragraph Font&quot;],&quot;ClassId&quot;:1179649}\">\u202f<\/span><\/span><span class=\"TextRun Highlight SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"eop\">Maher uses\u00a0<\/span><\/span><a class=\"Hyperlink SCXW132502813 BCX0\" href=\"https:\/\/developers.arcgis.com\/python\/api-reference\/arcgis.learn.toc.html\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"Hyperlink\">arcgis.learn<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW132502813 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW132502813 BCX0\" data-ccp-charstyle=\"eop\">\u00a0to train this model.<\/span><\/span><span class=\"EOP SCXW132502813 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/api-python\/analytics\/devsummit-2021-kuwaits-paci-using-arcgis-learn\/\">Dev Summit 2021: Kuwait&#8217;s PACI using arcgis.learn<\/a><\/strong><\/li>\n<\/ul>\n<p><span class=\"TextRun SCXW4590185 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4590185 BCX0\">Saranya M from Esri India reveals how they used<\/span><\/span><span class=\"TextRun SCXW4590185 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4590185 BCX0\">\u00a0AI to extract railway assets and their dimensions from point clouds.<\/span><\/span><span class=\"TextRun SCXW4590185 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4590185 BCX0\">\u00a0Saanya fine-tuned Esri\u2019s\u00a0<\/span><\/span><span class=\"TextRun SCXW4590185 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4590185 BCX0\">pre-trained\u00a0<\/span><\/span><a class=\"Hyperlink SCXW4590185 BCX0\" href=\"https:\/\/www.arcgis.com\/home\/item.html?id=6ce6dae2d62c4037afc3a3abd19afb11\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW4590185 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW4590185 BCX0\" data-ccp-charstyle=\"Hyperlink\">Power Line Classification model<\/span><\/span><\/a><span class=\"TextRun SCXW4590185 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW4590185 BCX0\">\u00a0for this task.<\/span><\/span><span class=\"EOP SCXW4590185 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/devsummit-2021-pre-trained-models-in-arcgis\"><strong>Dev Summit 2021: Pre-trained models in ArcGIS<\/strong><\/a><\/li>\n<\/ul>\n<p><span class=\"TextRun SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW241942990 BCX0\">Yigal Muntner from Systematics Israel walks us through the seamless process of using deep learning<\/span><\/span><span class=\"TextRun SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW241942990 BCX0\">\u00a0tools<\/span><\/span><span class=\"TextRun SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW241942990 BCX0\">\u00a0in ArcGIS Pro.\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;d5e86049-0bfa-4749-8e55-25f9bf0e2d59|26&quot;,&quot;Properties&quot;:[134233614,&quot;true&quot;,201340122,&quot;1&quot;,469775450,&quot;normaltextrun&quot;,469778129,&quot;normaltextrun&quot;,469778324,&quot;Default Paragraph Font&quot;],&quot;ClassId&quot;:1179649}\">By\u202femploying\u202fthe\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">pr<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">e<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">-trained<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0model to extract\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">windows and\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">doors,\u202fwe see in this demo how Yigal and his team could detect\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">them<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0in the\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">3D scene and use them for visibility analysis.<\/span><\/span><span class=\"TextRun Highlight SCXW241942990 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW241942990 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u202f<\/span><\/span><span class=\"EOP SCXW241942990 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/analytics\/devsummit-2021-interactive-object-detection-in-arcgis-pro\">Dev Summit 2021: Interactive object detection in ArcGIS Pro<\/a><\/strong><\/li>\n<\/ul>\n<p><span class=\"TextRun SCXW188566469 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW188566469 BCX0\">In addition to the interactive object detection tool, ArcGIS Pro includes tools for deep learning on imagery and 3D point clouds. Atishay shows how this support is being extended to\u00a0<\/span><\/span><a class=\"Hyperlink SCXW188566469 BCX0\" href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/latest\/help\/analysis\/image-analyst\/introduction-to-full-motion-video-in-arcgis-pro.htm\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW188566469 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW188566469 BCX0\" data-ccp-charstyle=\"Hyperlink\">Full Motion Video<\/span><\/span><\/a><span class=\"TextRun SCXW188566469 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW188566469 BCX0\">\u00a0for automated object tracking.<\/span><\/span><span class=\"EOP SCXW188566469 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><strong><a class=\"Hyperlink SCXW159811973 BCX0\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/api-python\/analytics\/object-tracking-in-full-motion-video\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW159811973 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW159811973 BCX0\" data-ccp-charstyle=\"Hyperlink\">Dev Summit 2021:\u00a0<\/span><\/span><span class=\"TextRun Underlined SCXW159811973 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW159811973 BCX0\" data-ccp-charstyle=\"Hyperlink\">Object Tracking in Full Motion Video<\/span><\/span><\/a><span class=\"EOP SCXW159811973 BCX0\" data-ccp-props=\"{&quot;201341983&quot;:0,&quot;335559685&quot;:720,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/strong><\/li>\n<\/ul>\n<p><span class=\"TextRun Highlight SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"normaltextrun\" data-ccp-charstyle-defn=\"{&quot;ObjectId&quot;:&quot;d5e86049-0bfa-4749-8e55-25f9bf0e2d59|26&quot;,&quot;Properties&quot;:[134233614,&quot;true&quot;,201340122,&quot;1&quot;,469775450,&quot;normaltextrun&quot;,469778129,&quot;normaltextrun&quot;,469778324,&quot;Default Paragraph Font&quot;],&quot;ClassId&quot;:1179649}\">In this demonstration, Nick O\u2019Day from the City of John\u2019s Creek, GA shows us\u202fhow the deep learning capabilities of ArcGIS\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"normaltextrun\">coupled with\u00a0<\/span><\/span><a class=\"Hyperlink SCXW111523493 BCX0\" href=\"https:\/\/appstudio.arcgis.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Highlight Underlined SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"Hyperlink\">ArcGIS\u00a0<\/span><\/span><span class=\"TextRun Highlight Underlined SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"Hyperlink\">AppStudio<\/span><\/span><\/a><span class=\"TextRun Highlight SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u00a0<\/span><\/span><span class=\"TextRun Highlight SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"normaltextrun\">helped them build a<\/span><\/span><span class=\"TextRun Highlight SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"normaltextrun\">n AI enabled mobile app to map the trees in their community.<\/span><\/span><span class=\"TextRun Highlight SCXW111523493 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW111523493 BCX0\" data-ccp-charstyle=\"normaltextrun\">\u202f<\/span><\/span><span class=\"EOP SCXW111523493 BCX0\" data-ccp-props=\"{&quot;134233279&quot;:true,&quot;201341983&quot;:0,&quot;335559739&quot;:160,&quot;335559740&quot;:259}\">\u00a0<\/span><\/p>\n<ul>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/api-python\/analytics\/devsummit2021-ai-infused-solutions-and-apps-in-arcgis\"><strong>Dev Summit 2021: AI infused solutions and apps in ArcGIS<\/strong><\/a><\/li>\n<\/ul>\n"}],"authors":[{"ID":6181,"user_firstname":"Sara","user_lastname":"Sanchez","nickname":"Sara Sanchez","user_nicename":"saramdsanchez","display_name":"Sara Sanchez","user_email":"ssanchez@esri.com","user_url":"","user_registered":"2018-03-02 00:18:03","user_description":"Sara is a lead product engineer on the ArcGIS Enterprise team. She enjoys spending time at the lake, non-fiction, and cooking.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/06\/sara-s-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":6911,"user_firstname":"Rohit","user_lastname":"Singh","nickname":"Rohit Singh","user_nicename":"rsinghesri-com","display_name":"Rohit Singh","user_email":"rsingh@esri.com","user_url":"","user_registered":"2018-03-02 00:19:00","user_description":"Rohit Singh is Director of Esri\u2019s R&amp;D Center in New Delhi, leading the design and development of Geospatial AI capabilities across the ArcGIS platform. He has played a key role in the development of ArcGIS API for Python, ArcGIS Java Engine API, and the Linux enablement of ArcGIS. An alumnus of IIT Kharagpur, Rohit holds an MS in Computer Science with specialization in AI from Georgia Tech.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/RohitSingh_AISummit2025-213x200.jpeg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":7881,"user_firstname":"Jay","user_lastname":"Theodore","nickname":"jtheodore","user_nicename":"jtheodore","display_name":"Jay Theodore","user_email":"jtheodore@esri.com","user_url":"","user_registered":"2018-05-02 22:49:42","user_description":"As Esri\u2019s Chief Technology Officer for Enterprise and AI technologies, Jay Theodore guides the long-term vision of the ArcGIS system, designed for enterprises and infused with advanced Analytics, Data Science and AI techniques.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/JayTheodore-280x280-1-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":"","card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/oerview-dev-summit-day-two.jpg","wide_image":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Dev Summit 2021: ArcGIS - a complete system for Spatial Analysis, Data Science, and Geospatial AI<\/title>\n<meta name=\"description\" content=\"ArcGIS brings analytical methods and spatial methodologies to life to uncover hidden patterns to predict and drive decision making.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Dev Summit 2021: ArcGIS - a complete system for Spatial Analysis, Data Science, and Geospatial AI\" \/>\n<meta property=\"og:description\" content=\"ArcGIS brings analytical methods and spatial methodologies to life to uncover hidden patterns to predict and drive decision making.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\" \/>\n<meta property=\"og:site_name\" content=\"ArcGIS Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/esrigis\/\" \/>\n<meta property=\"article:modified_time\" content=\"2023-07-07T23:47:38+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.esri.com\/arcgis-blog\/wp-content\/uploads\/2021\/04\/Slide2.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1280\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:description\" content=\"ArcGIS brings analytical methods and spatial methodologies to life to uncover hidden patterns to predict and drive decision making.\" \/>\n<meta name=\"twitter:site\" content=\"@ESRI\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\"},\"author\":{\"name\":\"Sara Sanchez\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/6c556a0f390ec3743139ee661c114a3a\"},\"headline\":\"Dev Summit 2021: ArcGIS &#8211; 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