{"id":2052,"date":"2022-02-25T17:41:45","date_gmt":"2022-02-25T17:41:45","guid":{"rendered":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/john-colias-copy\/"},"modified":"2022-02-25T17:45:27","modified_gmt":"2022-02-25T17:45:27","slug":"kyle-jones","status":"publish","type":"page","link":"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/kyle-jones\/","title":{"rendered":"Kyle Jones"},"content":{"rendered":"<!--themify_builder_content-->\n<div id=\"themify_builder_content-2052\" data-postid=\"2052\" class=\"themify_builder_content themify_builder_content-2052 themify_builder tf_clear\">\n                    <div  data-lazy=\"1\" class=\"module_row themify_builder_row dropPadding-bottom tb_kffc154 tb_first tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_2 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col4-1 tb_rcar155 first\">\n                    <!-- module image -->\n<div  class=\"module module-image tb_ewwa156 image-top  track machineLearn tf_mw\" data-lazy=\"1\">\n        <div class=\"image-wrap tf_rel tf_mw\">\n            <img decoding=\"async\" src=\"\/wordpress\/analytics2022\/files\/2022\/02\/kyleJones.jpg\" title=\"Kyle Jones, CAP\" alt=\"Kyle Jones headshot\">    \n        <\/div>\n    <!-- \/image-wrap -->\n    \n        <div class=\"image-content\">\n                    <h3 class=\"image-title\">\n                                    Kyle Jones, CAP                            <\/h3>\n                    <\/div>\n    <!-- \/image-content -->\n        <\/div>\n<!-- \/module image -->        <\/div>\n                    <div  data-lazy=\"1\" class=\"module_column tb-column col4-3 tb_2l2d157 last\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_e1al157   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h1>Kyle Jones, CAP<\/h1>\n<h5><span class=\"TextRun Highlight SCXW81150309 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW81150309 BCX0\">Senior Manager, Solutions Architecture\u00a0<\/span><span class=\"NormalTextRun SCXW81150309 BCX0\">at<\/span><span class=\"NormalTextRun SCXW81150309 BCX0\"> Amazon Web Services<\/span><\/span><\/h5>\n<p>Kyle Jones is a Sr. Manager, Solutions Architecture at Amazon Web Services where he helps renewable energy companies build and operate cloud-based solutions. Kyle loves working at the nexus of energy operations and machine learning. He is a project management professional (PMP) and certified analytics professional (CAP). He holds a doctorate in systems engineering from George Washington University and a masters in applied economics from Harvard.\u00a0<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n                        <div  data-css_id=\"sjje154\" data-lazy=\"1\" class=\"module_row themify_builder_row fullwidth_row_container tb_sjje154 tf_w\">\n                        <div class=\"row_inner col_align_top tb_col_count_1 tf_box tf_rel\">\n                        <div  data-lazy=\"1\" class=\"module_column tb-column col-full tb_l3sz158 first\">\n                    <!-- module text -->\n<div  class=\"module module-text tb_m27p158 level professional  \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <p>Professional<\/p>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_gt3p158 track machineLearn  \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h6>Track: Machine Learning<\/h6>    <\/div>\n<\/div>\n<!-- \/module text --><!-- module text -->\n<div  class=\"module module-text tb_u15k158   \" data-lazy=\"1\">\n        <div  class=\"tb_text_wrap\">\n        <h2>Identifying Oil Wells on Satellite Images Using Computer Vision<\/h2>\n<p>Geospatial data is used extensively by geoscientists for environmental baselining and monitoring oil and gas production facilities. While access to satellite images opens opportunities for geoscientists to use remote sensing techniques to automate this workflow, the lack of computer vision models trained to detect industry relevant-objects limits the widespread adoption of ML for standard use cases. Using public satellite images, we trained a computer vision model to identify oil and gas production well as part of an environmental baselining workflow. This presentation demonstrates how a geoscientist can build and deploy computer vision models as API endpoints and the presentation will show how the endpoints can be invoked to provide real time object detection in satellite images. The audience should leave with a better understanding of creating and deploying domain-specific computer vision models in order to start applying the same principles to address their business needs.<\/p>    <\/div>\n<\/div>\n<!-- \/module text -->        <\/div>\n                        <\/div>\n        <\/div>\n        <\/div>\n<!--\/themify_builder_content-->","protected":false},"excerpt":{"rendered":"<p>Kyle Jones, CAP Kyle Jones, CAP Senior Manager, Solutions Architecture\u00a0at Amazon Web Services Kyle Jones is a Sr. Manager, Solutions Architecture at Amazon Web Services where he helps renewable energy companies build and operate cloud-based solutions. Kyle loves working at the nexus of energy operations and machine learning. He is a project management professional (PMP) [&hellip;]<\/p>\n","protected":false},"author":1001094,"featured_media":1598,"parent":256,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"class_list":["post-2052","page","type-page","status-publish","has-post-thumbnail","hentry","has-post-title","has-post-date","has-post-category","has-post-tag","has-post-comment","has-post-author",""],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Kyle Jones - 2022 INFORMS Business Analytics Conference<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/meetings.informs.org\/wordpress\/analytics2022\/speakers\/kyle-jones\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Kyle Jones\" \/>\n<meta property=\"og:description\" content=\"Kyle Jones, CAP Kyle Jones, CAP Senior Manager, Solutions Architecture\u00a0at Amazon Web Services Kyle Jones is a Sr. Manager, Solutions Architecture at Amazon Web Services where he helps renewable energy companies build and operate cloud-based solutions. 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Kyle loves working at the nexus of energy operations and machine learning. He is a project management professional (PMP) and certified analytics professional (CAP). He holds a doctorate in systems engineering from George Washington University and a masters in applied economics from Harvard.\u00a0<\/p>\n<p>Professional<\/p>\n<h6>Track: Machine Learning<\/h6>\n<h2>Identifying Oil Wells on Satellite Images Using Computer Vision<\/h2> <p>Geospatial data is used extensively by geoscientists for environmental baselining and monitoring oil and gas production facilities. While access to satellite images opens opportunities for geoscientists to use remote sensing techniques to automate this workflow, the lack of computer vision models trained to detect industry relevant-objects limits the widespread adoption of ML for standard use cases. Using public satellite images, we trained a computer vision model to identify oil and gas production well as part of an environmental baselining workflow. 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