{"id":197,"date":"2024-02-20T18:10:39","date_gmt":"2024-02-20T18:10:39","guid":{"rendered":"https:\/\/citestu11.savecicadabuzz.org\/?page_id=197"},"modified":"2024-04-30T16:39:40","modified_gmt":"2024-04-30T16:39:40","slug":"document-classification","status":"publish","type":"page","link":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/document-classification\/","title":{"rendered":"Document Classification"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"197\" class=\"elementor elementor-197\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-db079e8 e-flex e-con-boxed e-con e-parent\" data-id=\"db079e8\" 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-91cc86f elementor-widget elementor-widget-heading\" data-id=\"91cc86f\" 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 - v3.18.0 - 20-12-2023 *\/\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6b0f3f5 e-flex e-con-boxed e-con e-parent\" data-id=\"6b0f3f5\" 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-0f3f1bb elementor-widget elementor-widget-text-editor\" data-id=\"0f3f1bb\" 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 - v3.18.0 - 20-12-2023 *\/\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 style=\"font-size: 16px; font-style: normal; font-weight: 400;\">You\u2019re starting a new venture firm MACHINES ARE SMART, that specializes in machine learning. You are going to pitch a new project to venture capital investors, and you need a proof of concept.&nbsp; Use&nbsp;<a href=\"https:\/\/teachablemachine.withgoogle.com\/train\" style=\"color: var(--ast-global-color-0);\">teachable machine<\/a>&nbsp;to build a model that does one of the following:<\/p>\n<ul style=\"font-size: 16px; font-style: normal; font-weight: 400; padding-left: revert;\">\n<li style=\"font-size: 16px;\">A special pet door that only lets in only cats, for cat lovers.<\/li>\n<li style=\"font-size: 16px;\">A foreign language training app that teaches you to say \u201chello\u201d in a foreign language and rejects attempts that aren\u2019t correct.&nbsp;<\/li>\n<li style=\"font-size: 16px;\">An app that rejects drinks that aren\u2019t coffee (We chose this option).<\/li>\n<li style=\"font-size: 16px;\">An app that tells if elderly nursing home residents are happy or sad, and alerts loved ones if the nursing home resident is too sad too often.<\/li>\n<\/ul>\n<p style=\"font-size: 16px; font-style: normal; font-weight: 400;\">Reflect on the following question: You\u2019ll have to think about how to train the machine.&nbsp; What kind of data did you include in your training dataset and why? What other kind of data could have been helpful but maybe you couldn\u2019t get in the short-term\/for free? Your group may, in some cases, search for photograph sets.&nbsp; One possibility to get large data sets is to convert YouTubes into clips. Did your model work well for what you wanted?&nbsp; In what instances might your model not work very well?&nbsp; Include the link to your project.<\/p>\n<p style=\"font-size: 16px; font-style: normal; font-weight: 400;\">For our dataset, we included data of images of coffee in varying cups, with milk, without will, hot, iced, with straws, from Starbucks, and from Dunkin. We also included data of images other than coffee such as juice, smoothies, wine, beer, lemonade, and water. It would have been helpful to get these substances in more cups and from more angles, but short-term this was not possible. We searched google for images and chose a variety of pictures, instead of YouTube videos. This worked well for us and our teachable machine is pretty accurate, but there weren&#8217;t many substances other than water in the room to test the model on. Our model may not work well in cups that are opaque or tinted and change the color of the drink.&nbsp;<\/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-748368b e-flex e-con-boxed e-con e-parent\" data-id=\"748368b\" 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-19cf83f elementor-widget elementor-widget-button\" data-id=\"19cf83f\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/teachablemachine.withgoogle.com\/models\/rXzR1q34c\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Machine Model <\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Document Classification You\u2019re starting a new venture firm MACHINES ARE SMART, that specializes in machine learning. You are going to [&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-197","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/197","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/comments?post=197"}],"version-history":[{"count":13,"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/197\/revisions"}],"predecessor-version":[{"id":353,"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/pages\/197\/revisions\/353"}],"wp:attachment":[{"href":"https:\/\/citestu11.savecicadabuzz.org\/index.php\/wp-json\/wp\/v2\/media?parent=197"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}