{"id":215,"date":"2024-02-22T18:20:21","date_gmt":"2024-02-22T18:20:21","guid":{"rendered":"https:\/\/citestu16.savecicadabuzz.org\/?page_id=215"},"modified":"2024-04-11T01:05:26","modified_gmt":"2024-04-11T01:05:26","slug":"elementor-215","status":"publish","type":"page","link":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/elementor-215\/","title":{"rendered":"Document Classification"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"215\" class=\"elementor elementor-215\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c345eb7 e-flex e-con-boxed e-con e-parent\" data-id=\"c345eb7\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-53ed28d elementor-widget elementor-widget-heading\" data-id=\"53ed28d\" 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 - v3.21.0 - 18-04-2024 *\/\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\">Document Classification<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a62b20 elementor-widget elementor-widget-text-editor\" data-id=\"6a62b20\" 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 - v3.21.0 - 18-04-2024 *\/\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><span style=\"font-style: inherit; font-weight: inherit; font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); background-color: var(--ast-global-color-5);\">Link to Teachable Machine&nbsp;<\/span><span style=\"font-style: inherit; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); background-color: rgb(232, 240, 254); color: rgb(46, 121, 185); font-family: &quot;Roboto Mono&quot;, monospace; font-size: 13px;\">https:\/\/teachablemachine.withgoogle.com\/models\/CUO6pqBgV\/<\/span><br><\/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-15333f8 e-flex e-con-boxed e-con e-parent\" data-id=\"15333f8\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-abcd648 e-con-full e-flex e-con e-child\" data-id=\"abcd648\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-eb160af elementor-widget elementor-widget-image\" data-id=\"eb160af\" 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 - v3.21.0 - 18-04-2024 *\/\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=\"1024\" height=\"576\" src=\"https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/cat-entering-passing-through-catflap-1024x576.webp\" class=\"attachment-large size-large wp-image-343\" alt=\"\" srcset=\"https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/cat-entering-passing-through-catflap-1024x576.webp 1024w, https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/cat-entering-passing-through-catflap-300x169.webp 300w, https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/cat-entering-passing-through-catflap-768x432.webp 768w, https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/cat-entering-passing-through-catflap.webp 1440w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-804c0c7 e-con-full e-flex e-con e-child\" data-id=\"804c0c7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d705245 elementor-widget elementor-widget-video\" data-id=\"d705245\" data-element_type=\"widget\" data-settings=\"{&quot;youtube_url&quot;:&quot;https:\\\/\\\/www.youtube.com\\\/watch?v=tKH-ZXdxRQI&quot;,&quot;video_type&quot;:&quot;youtube&quot;,&quot;controls&quot;:&quot;yes&quot;}\" data-widget_type=\"video.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 18-04-2024 *\/\n.elementor-widget-video .elementor-widget-container{overflow:hidden;transform:translateZ(0)}.elementor-widget-video .elementor-wrapper{aspect-ratio:var(--video-aspect-ratio)}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{height:100%;width:100%;display:flex;border:none;background-color:#000}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-wrapper{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-wrapper iframe,.elementor-widget-video .elementor-wrapper video{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .elementor-open-inline .elementor-custom-embed-image-overlay{position:absolute;top:0;right:0;bottom:0;left:0;background-size:cover;background-position:50%}.elementor-widget-video .elementor-custom-embed-image-overlay{cursor:pointer;text-align:center}.elementor-widget-video .elementor-custom-embed-image-overlay:hover .elementor-custom-embed-play i{opacity:1}.elementor-widget-video .elementor-custom-embed-image-overlay img{display:block;width:100%;aspect-ratio:var(--video-aspect-ratio);-o-object-fit:cover;object-fit:cover;-o-object-position:center center;object-position:center center}@supports not (aspect-ratio:1\/1){.elementor-widget-video .elementor-custom-embed-image-overlay{position:relative;overflow:hidden;height:0;padding-bottom:calc(100% \/ var(--video-aspect-ratio))}.elementor-widget-video .elementor-custom-embed-image-overlay img{position:absolute;top:0;right:0;bottom:0;left:0}}.elementor-widget-video .e-hosted-video .elementor-video{-o-object-fit:cover;object-fit:cover}.e-con-inner>.elementor-widget-video,.e-con>.elementor-widget-video{width:var(--container-widget-width);--flex-grow:var(--container-widget-flex-grow)}<\/style>\t\t<div class=\"elementor-wrapper elementor-open-inline\">\n\t\t\t<div class=\"elementor-video\"><\/div>\t\t<\/div>\n\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-6273a49 e-con-full e-flex e-con e-child\" data-id=\"6273a49\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a9bbc38 elementor-widget elementor-widget-image\" data-id=\"a9bbc38\" 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=\"295\" height=\"295\" src=\"https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/OIP.jpg\" class=\"attachment-large size-large wp-image-341\" alt=\"\" srcset=\"https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/OIP.jpg 295w, https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/OIP-150x150.jpg 150w\" sizes=\"(max-width: 295px) 100vw, 295px\" \/>\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-b363c6a e-con-full e-flex e-con e-child\" data-id=\"b363c6a\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e9daaa elementor-widget elementor-widget-image\" data-id=\"7e9daaa\" 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=\"1024\" height=\"607\" src=\"https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/install_doggy_door_2-1024x607.webp\" class=\"attachment-large size-large wp-image-337\" alt=\"\" srcset=\"https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/install_doggy_door_2-1024x607.webp 1024w, https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/install_doggy_door_2-300x178.webp 300w, https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/install_doggy_door_2-768x455.webp 768w, https:\/\/citestu16.savecicadabuzz.org\/wp-content\/uploads\/2024\/04\/install_doggy_door_2.webp 1180w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\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-633ad1e e-flex e-con-boxed e-con e-parent\" data-id=\"633ad1e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5fad598 elementor-widget elementor-widget-heading\" data-id=\"5fad598\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Reflection<\/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-63bfb4c e-flex e-con-boxed e-con e-parent\" data-id=\"63bfb4c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a85a0d3 elementor-widget elementor-widget-text-editor\" data-id=\"a85a0d3\" 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 \u00a0<span style=\"color: #0d0d0d; font-family: S\u00f6hne, ui-sans-serif, system-ui, -apple-system, 'Segoe UI', Roboto, Ubuntu, Cantarell, 'Noto Sans', sans-serif, 'Helvetica Neue', Arial, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji'; white-space-collapse: preserve; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); background-color: var(--ast-global-color-5); font-size: 1rem;\">For the special pet door project, we utilized a teachable machine to train a machine-learning model to distinguish between cats and dogs. The training dataset included a diverse set of images featuring various breeds and sizes of cats, along with images of other animals commonly found in neighborhoods, such as dogs. We chose this dataset to ensure that the model could accurately identify cats while minimizing false positives for other animals. Additionally, we included images with different backgrounds, lighting conditions, and angles to enhance the model&#8217;s build. <\/span><\/p><p><span style=\"color: #0d0d0d; font-family: S\u00f6hne, ui-sans-serif, system-ui, -apple-system, 'Segoe UI', Roboto, Ubuntu, Cantarell, 'Noto Sans', sans-serif, 'Helvetica Neue', Arial, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol', 'Noto Color Emoji'; white-space-collapse: preserve; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); background-color: var(--ast-global-color-5); font-size: 1rem;\"> However, in the short term, obtaining a large dataset of labeled images can be challenging and time-consuming. While converting YouTube videos into clips could provide a larger dataset, it might also introduce noise and irrelevant information, potentially hindering the model&#8217;s performance. Our model performed well in distinguishing cats from dogs in most instances, but it might struggle with images featuring multiple animals or obscured views. Additionally, variations in lighting conditions and camera angles could also pose challenges to the model&#8217;s accuracy. Continuous refinement of the dataset and model training could address these limitations over time. <\/span><\/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>Document Classification Link to Teachable Machine&nbsp;https:\/\/teachablemachine.withgoogle.com\/models\/CUO6pqBgV\/ Reflection \u00a0 \u00a0 \u00a0For the special pet door project, we utilized a teachable machine [&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-215","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/215","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/comments?post=215"}],"version-history":[{"count":38,"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/215\/revisions"}],"predecessor-version":[{"id":346,"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/215\/revisions\/346"}],"wp:attachment":[{"href":"https:\/\/citestu16.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/media?parent=215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}