{"id":1676,"date":"2019-07-12T10:08:21","date_gmt":"2019-07-12T16:08:21","guid":{"rendered":"http:\/\/ciresblogs.colorado.edu\/reccs\/?p=1676"},"modified":"2019-07-12T10:08:22","modified_gmt":"2019-07-12T16:08:22","slug":"dcnns","status":"publish","type":"post","link":"https:\/\/ciresblogs.colorado.edu\/reccs\/2019\/07\/12\/dcnns\/","title":{"rendered":"DCNNs"},"content":{"rendered":"\n<div class=\"wp-block-image\"><figure class=\"alignleft is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/20190712_094938-633x1024.jpg\" alt=\"\" class=\"wp-image-1677\" width=\"136\" height=\"220\" srcset=\"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/20190712_094938-633x1024.jpg 633w, https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/20190712_094938-185x300.jpg 185w, https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/20190712_094938-768x1243.jpg 768w, https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/20190712_094938.jpg 835w\" sizes=\"auto, (max-width: 136px) 100vw, 136px\" \/><figcaption>good ol&#8217; Halibut<\/figcaption><\/figure><\/div>\n\n\n\n<p>This entire week, Katy and I have been adapting a deep convolutional neural network (DCNN) to be trained with our data (lots and lots of drone images of the Chalk Cliffs catchment). Yesterday evening, I set the script to run 300 epochs (which means it&#8217;s running through its training process with the data 300 times) and left good ol&#8217; Halibut (the computer) running over night. I&#8217;m now back here in the office at 9 AM and Halibut is reporting about 10 hours left before this training session is complete. <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"900\" height=\"675\" src=\"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/DSC07218.jpg\" alt=\"\" class=\"wp-image-1678\" srcset=\"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/DSC07218.jpg 900w, https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/DSC07218-300x225.jpg 300w, https:\/\/ciresblogs.colorado.edu\/reccs\/wp-content\/uploads\/sites\/46\/2019\/07\/DSC07218-768x576.jpg 768w\" sizes=\"auto, (max-width: 900px) 100vw, 900px\" \/><figcaption>A picture of just my hand annotating images (taken by Kathleen Bogan)<\/figcaption><\/figure>\n\n\n\n<p>What is a deep convolutional neural network, you might ask? Here is the only YouTube video I could find that is able to explain it in under 10 minutes (there is also a fun rap involved):<\/p>\n\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"How to Make an Image Classifier - Intro to Deep Learning #6\" width=\"1170\" height=\"658\" src=\"https:\/\/www.youtube.com\/embed\/cAICT4Al5Ow?start=4&#038;feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>This entire week, Katy and I have been adapting a deep convolutional neural network (DCNN) to be trained with our data (lots and lots of drone images of the Chalk Cliffs catchment). Yesterday evening, I set the script to run 300 epochs (which means it&#8217;s running through its training process with the data 300 times)&hellip; <a class=\"read-more\" href=\"https:\/\/ciresblogs.colorado.edu\/reccs\/2019\/07\/12\/dcnns\/\">Read More<\/a><\/p>\n","protected":false},"author":163,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-1676","post","type-post","status-publish","format-standard","hentry","category-reccs-2019"],"jetpack_featured_media_url":"","publishpress_future_action":{"enabled":false,"date":"2026-05-20 21:33:20","action":"change-status","newStatus":"draft","terms":[],"taxonomy":"category"},"publishpress_future_workflow_manual_trigger":{"enabledWorkflows":[]},"_links":{"self":[{"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/posts\/1676","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/users\/163"}],"replies":[{"embeddable":true,"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/comments?post=1676"}],"version-history":[{"count":1,"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/posts\/1676\/revisions"}],"predecessor-version":[{"id":1679,"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/posts\/1676\/revisions\/1679"}],"wp:attachment":[{"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/media?parent=1676"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/categories?post=1676"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ciresblogs.colorado.edu\/reccs\/wp-json\/wp\/v2\/tags?post=1676"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}