{"id":32,"date":"2024-05-02T15:32:03","date_gmt":"2024-05-02T15:32:03","guid":{"rendered":"https:\/\/citestu21.savecicadabuzz.org\/?page_id=32"},"modified":"2024-05-02T15:32:03","modified_gmt":"2024-05-02T15:32:03","slug":"document-classification","status":"publish","type":"page","link":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/document-classification\/","title":{"rendered":"Document Classification"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"32\" class=\"elementor elementor-32\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d9e70c9 e-flex e-con-boxed e-con e-parent\" data-id=\"d9e70c9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8f0a5e6 e-con-full e-flex e-con e-child\" data-id=\"8f0a5e6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b7671ee elementor-widget elementor-widget-image\" data-id=\"b7671ee\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"239\" height=\"240\" src=\"https:\/\/citestu21.savecicadabuzz.org\/wp-content\/uploads\/2024\/03\/catpic1.jpg\" class=\"attachment-medium_large size-medium_large wp-image-67\" alt=\"\" srcset=\"https:\/\/citestu21.savecicadabuzz.org\/wp-content\/uploads\/2024\/03\/catpic1.jpg 239w, https:\/\/citestu21.savecicadabuzz.org\/wp-content\/uploads\/2024\/03\/catpic1-150x150.jpg 150w\" sizes=\"(max-width: 239px) 100vw, 239px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a81c4ff e-con-full e-flex e-con e-child\" data-id=\"a81c4ff\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-89a44b7 elementor-widget elementor-widget-image\" data-id=\"89a44b7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"256\" src=\"https:\/\/citestu21.savecicadabuzz.org\/wp-content\/uploads\/2024\/03\/dogpic2-300x256.png\" class=\"attachment-medium size-medium wp-image-68\" alt=\"\" srcset=\"https:\/\/citestu21.savecicadabuzz.org\/wp-content\/uploads\/2024\/03\/dogpic2-300x256.png 300w, https:\/\/citestu21.savecicadabuzz.org\/wp-content\/uploads\/2024\/03\/dogpic2-768x655.png 768w, https:\/\/citestu21.savecicadabuzz.org\/wp-content\/uploads\/2024\/03\/dogpic2.png 900w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-23bf3d3 e-flex e-con-boxed e-con e-parent\" data-id=\"23bf3d3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-747c397 elementor-widget elementor-widget-heading\" data-id=\"747c397\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Classifying stuff with Machine Learning<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d7665ae e-flex e-con-boxed e-con e-parent\" data-id=\"d7665ae\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b93e437 elementor-widget elementor-widget-text-editor\" data-id=\"b93e437\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.19.0 - 07-02-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Link to Machine: https:\/\/teachablemachine.withgoogle.com\/models\/Gf8hvJif9\/<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-160fa0c e-flex e-con-boxed e-con e-parent\" data-id=\"160fa0c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\" data-core-v316-plus=\"true\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-02a667b elementor-widget elementor-widget-text-editor\" data-id=\"02a667b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\u00a0 \u00a0 \u00a0I chose to develop a machine-learning model that could identify a cat from dogs in order to only allow cats in through a door. I had to upload collages of both cats and dogs. Each data set required at least 6 different collages in order for there to be enough data for the machine to work. The model was an image training model, so only images would have worked. Other data sets could have been useful such as pictures of both cats and dogs in one image, as well as data sets where there were other animals such as squirrels, mice, rabbits, etc. My model was decent for what the goal was. It was usually accurate in its predictions. The model did however struggle when trying to identify odd-looking cats\/dogs. This problem could be easily fixed, however, this could require hundreds of thousands of images.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Classifying stuff with Machine Learning Link to Machine: https:\/\/teachablemachine.withgoogle.com\/models\/Gf8hvJif9\/ \u00a0 \u00a0 \u00a0I chose to develop a machine-learning model that could [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"no-sidebar","site-content-layout":"","ast-site-content-layout":"full-width-container","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"disabled","ast-breadcrumbs-content":"","ast-featured-img":"disabled","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-32","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/32","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/comments?post=32"}],"version-history":[{"count":4,"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/32\/revisions"}],"predecessor-version":[{"id":71,"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/32\/revisions\/71"}],"wp:attachment":[{"href":"https:\/\/citestu21.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/media?parent=32"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}