{"id":2252,"date":"2023-11-21T17:52:14","date_gmt":"2023-11-21T22:52:14","guid":{"rendered":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/?page_id=2252"},"modified":"2025-06-06T13:46:58","modified_gmt":"2025-06-06T17:46:58","slug":"image-identifier-research","status":"publish","type":"page","link":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/challenges\/high-school-challenges\/image-identifier\/image-identifier-research\/","title":{"rendered":"Image Identifier: Research"},"content":{"rendered":"\n\n\n\n\n<p>Design a solution to your problem. <b>Research <\/b>and brainstorm possible solutions to the problem. Be creative and daring. Your first idea doesn\u2019t have to be perfect.<\/p>\n\n\n\n<figure class=\"wp-block-image alignwide\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"259\" src=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-1024x259.png\" alt=\"\" class=\"wp-image-2253\" srcset=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-1024x259.png 1024w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-300x76.png 300w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-768x194.png 768w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-460x116.png 460w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-920x233.png 920w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-376x95.png 376w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-752x190.png 752w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-345x87.png 345w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-690x175.png 690w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-950x240.png 950w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-783x198.png 783w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-720x182.png 720w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-600x152.png 600w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated-230x58.png 230w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/1-gradCAMConsolidated.png 1197w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"learn-more\">Learn More<\/h2>\n\n\n\n<p>Challenge Champion Jason Holmberg guides you through the process of building a machine learning model that can identify images for conservation.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Image Identifier: Background Video\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/E-HOauaD29w?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"helpful-resources\">Helpful Resources<\/h2>\n\n\n\n<p>Explore these digital resources to learn more about the factors that can influence and guide the design of your product.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><b>Understand the Problem<\/b><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">What is Machine Learning?<\/h4>\n\n\n\n<p>Use the resources to learn about machine learning.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/mitsloan.mit.edu\/ideas-made-to-matter\/machine-learning-explained\" target=\"_blank\" rel=\"noopener\">Machine learning, explained | MIT Sloan School of Management&nbsp;<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=Mdcw3Sb98DA\" target=\"_blank\" rel=\"noopener\">How a Company used Code-Free Machine Learning<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/appen.com\/blog\/what-is-image-annotation-and-how-is-it-used-to-build-ai-models\/\" target=\"_blank\" rel=\"noopener\">What Is Image Annotation and How Is It Used To Build AI Models? | appen<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/youtu.be\/uEPDfPFJAo0\" target=\"_blank\" rel=\"noopener\">Machine Learning for DUMMIES | Robert\u2019s Theory<\/a><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"147\" src=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-300x147.png\" alt=\"\" class=\"wp-image-2308\" srcset=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-300x147.png 300w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-460x226.png 460w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-376x185.png 376w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-345x169.png 345w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-690x339.png 690w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-720x354.png 720w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-600x295.png 600w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with-230x113.png 230w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Overview-of-proposed-system-Identify-determinants-and-acquire-data-Interviews-with.png 723w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n\n\n\n<h6 class=\"wp-block-heading\">(Nalini et al., 2020)*<\/h6>\n\n\n\n<h4 class=\"wp-block-heading\">Why is it important to train ML image models with large, high-quality datasets?<\/h4>\n\n\n\n<p>Use these resources to learn about the risks of using machine learning models for image identification.&nbsp;&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.youtube.com\/watch?v=UG_X_7g63rY&amp;t=440s\" target=\"_blank\" rel=\"noopener\">Bias in Machine Learning Algorithms<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/youtu.be\/x2mRoFNm22g?si=Bcm7PkO4sZXjJGcn\" target=\"_blank\" rel=\"noopener\">AI: Training data &amp; Bias<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.npr.org\/2016\/09\/12\/493654950\/weapons-of-math-destruction-outlines-dangers-of-relying-on-data-analytics\" target=\"_blank\" rel=\"noopener\">Ethical Implications of Machine Learning and Algorithms<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.nytimes.com\/2023\/08\/06\/technology\/facial-recognition-false-arrest.html?smid%3Dnytcore-ios-share%26amp;referringSource%3DarticleShare&amp;sa=D&amp;source=docs&amp;ust=1692808815167835&amp;usg=AOvVaw2RBGx71EFaJmaOGFcjoq89\" target=\"_blank\" rel=\"noopener\">Facial Recognition Leads to False Arrest<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><b>Ways scientists and entrepreneurs are currently addressing the problem<\/b><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">What can we do to leverage Machine Learning Image Models?<\/h4>\n\n\n\n<p>As you begin developing your solution, you can use these resources to see what technologies already exist to find areas to improve.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.nasa.gov\/feature\/jpl\/you-can-help-train-nasa-s-rovers-to-better-explore-mars\" target=\"_blank\" rel=\"noopener\">You Can Help Train NASA\u2019s Rovers to Better Explore Mars | NASA<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.aboutamazon.com\/news\/aws\/inaturalist-app\" target=\"_blank\" rel=\"noopener\">Meet iNaturalist, an AWS-powered nature app that helps you identify plants and animals using image-recognition technology | Amazon<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/governmentciomedia.com\/how-geospatial-imaging-and-it-inform-femas-disaster-response\" target=\"_blank\" rel=\"noopener\">How Geospatial Imaging and IT Inform FEMA\u2019s Disaster Response | GovCIO<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.accessibility.com\/blog\/how-artificial-intelligence-is-improving-digital-accessibility\" target=\"_blank\" rel=\"noopener\">How Artificial Intelligence is Improving Digital Accessibility | accessibility.com<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/quickdraw.withgoogle.com\/\" target=\"_blank\" rel=\"noopener\">Quick, Draw!<\/a> to identify \u201cdoodles.\u201d<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Business Models<\/h3>\n\n\n\n<p>Use this resource to learn more about the different types of models businesses use to generate revenue.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/08\/Business-Model-Types.pdf\" target=\"_blank\" rel=\"noopener\">Business Model Types<\/a><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Reference<\/h3>\n\n\n\n<p>*Nalini, R., Sountharya, K., Priya, R. V., &amp; Punitha, R. V. (2020). Onion Price Prediction Based on Artificial Intelligence. <i>International Research Journal of Multidisciplinary Technovation (IRJMT)<\/i>, <i>2<\/i>(4), 11-20.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Technical Tools needed for a solution<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">What mathematical and technological tools can I use to address the Challenge?<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/teachablemachine.withgoogle.com\/\" target=\"_blank\" rel=\"noopener\">Teachable Machine<\/a> is a tool that can be used to train a machine learning model for image identification.&nbsp;<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"math-resources\">Math Resources<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Use the <a href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2024\/06\/DPHS_CH7_LAU_ART_Math-Resource.pdf\" target=\"_blank\" rel=\"noopener\">Image Identifier Math Resource<\/a> (click here for an editable <a href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2024\/06\/DPHS_CH7_LAU_ART_Math-Resource.docx\">Word Doc version<\/a>) to learn how experimental probability, conditional probability, and two-way frequency tables can help you prototype your machine learning model.<\/li>\n\n\n\n<li>Use this <a href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2023\/11\/Machine-Learning-Training-Log.docx\">Machine Learning Training Log<\/a> to document the performance of your machine learning model.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"think-about-it\">Think About It<\/h2>\n\n\n\n<p>After reading through the helpful resources, what ideas do you have for your solution?<\/p>\n\n\n\n<p>What problem will you solve with your business solution?<\/p>\n\n\n<div class=\"ncst-labeled-section wp-block-ncst-featured-content ncst-featured-content is-card-style layout-three-column\">\n  <div class=\"ncst-labeled-section__background\">\n    <div class=\"ncst-labeled-section__container\">\n             <div class=\"ncst-labeled-section__content\">\n        \n<div class=\"wp-block-ncst-featured-content\"><div class=\"ncst-content-card wp-block-ncst-content-card\">\n  \n    \n    <div class=\"content-card__text-container\">\n      \n      \n\n      \n          <\/div>\n\n  <\/div>\n\n\n<a\n    class=\"ncst-content-card wp-block-ncst-content-card with-image\"\n    href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/image-identifier\/image-identifier-launch\/\"\n  >\n  \n          <div class=\"content-card__image-container\">\n        <div class=\"content-card__image-background\">\n          <img loading=\"lazy\" decoding=\"async\" width=\"1029\" height=\"575\"\n            class=\"content-card__image wp-image-1487\"\n            alt=\"\"\n            src=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01.jpg\"\n            style=\"aspect-ratio: 16\/9; object-fit: cover; \"\n srcset=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01.jpg 1029w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-300x168.jpg 300w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-1024x572.jpg 1024w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-768x429.jpg 768w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-460x257.jpg 460w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-920x514.jpg 920w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-376x210.jpg 376w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-752x420.jpg 752w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-345x193.jpg 345w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-690x386.jpg 690w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-950x531.jpg 950w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-783x438.jpg 783w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-720x402.jpg 720w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-600x335.jpg 600w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-01-230x129.jpg 230w\" sizes=\"auto, (max-width: 1029px) 100vw, 1029px\" \/>\n        <\/div>\n      <\/div>\n    \n    <div class=\"content-card__text-container\">\n      \n                        <h3 class=\"content-card__headline\"><span class=\"text\">Launch<\/span><span class=\"arrow-indicator\"><svg class=\"wolficon wolficon-arrow-right-bold\" role=\"img\"  aria-hidden=\"true\">\n\t\t\t\n\t\t\t<use xlink:href=\"#wolficon-arrow-right-bold\">\n\t\t<\/svg><\/span><\/h3>\n              \n\n      \n              <p class=\"content-card__cta\"><\/p>\n          <\/div>\n\n  <\/a>\n\n\n<div class=\"ncst-content-card wp-block-ncst-content-card\">\n  \n    \n    <div class=\"content-card__text-container\">\n      \n      \n\n      \n          <\/div>\n\n  <\/div>\n<\/div>\n\n              <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n<div class=\"ncst-labeled-section wp-block-ncst-featured-content ncst-featured-content is-card-style layout-three-column\">\n  <div class=\"ncst-labeled-section__background\">\n    <div class=\"ncst-labeled-section__container\">\n             <div class=\"ncst-labeled-section__content\">\n        \n<div class=\"wp-block-ncst-featured-content\"><a\n    class=\"ncst-content-card wp-block-ncst-content-card with-image\"\n    href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/challenges\/high-school-challenges\/image-identifier\/image-identifier-research\/\"\n  >\n  \n          <div class=\"content-card__image-container\">\n        <div class=\"content-card__image-background\">\n          <img loading=\"lazy\" decoding=\"async\" width=\"1029\" height=\"575\"\n            class=\"content-card__image wp-image-1481\"\n            alt=\"\"\n            src=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03.jpg\"\n            style=\"aspect-ratio: 16\/9; object-fit: cover; \"\n srcset=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03.jpg 1029w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-300x168.jpg 300w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-1024x572.jpg 1024w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-768x429.jpg 768w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-460x257.jpg 460w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-920x514.jpg 920w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-376x210.jpg 376w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-752x420.jpg 752w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-345x193.jpg 345w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-690x386.jpg 690w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-950x531.jpg 950w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-783x438.jpg 783w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-720x402.jpg 720w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-600x335.jpg 600w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-03-230x129.jpg 230w\" sizes=\"auto, (max-width: 1029px) 100vw, 1029px\" \/>\n        <\/div>\n      <\/div>\n    \n    <div class=\"content-card__text-container\">\n      \n                        <h3 class=\"content-card__headline\"><span class=\"text\">Research<\/span><span class=\"arrow-indicator\"><svg class=\"wolficon wolficon-arrow-right-bold\" role=\"img\"  aria-hidden=\"true\">\n\t\t\t\n\t\t\t<use xlink:href=\"#wolficon-arrow-right-bold\">\n\t\t<\/svg><\/span><\/h3>\n              \n\n      \n              <p class=\"content-card__cta\"><\/p>\n          <\/div>\n\n  <\/a>\n\n\n<a\n    class=\"ncst-content-card wp-block-ncst-content-card with-image\"\n    href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/challenges\/high-school-challenges\/image-identifier\/image-identifier-prototype\/\"\n  >\n  \n          <div class=\"content-card__image-container\">\n        <div class=\"content-card__image-background\">\n          <img loading=\"lazy\" decoding=\"async\" width=\"1029\" height=\"575\"\n            class=\"content-card__image wp-image-1482\"\n            alt=\"\"\n            src=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04.jpg\"\n            style=\"aspect-ratio: 16\/9; object-fit: cover; \"\n srcset=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04.jpg 1029w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-300x168.jpg 300w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-1024x572.jpg 1024w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-768x429.jpg 768w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-460x257.jpg 460w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-920x514.jpg 920w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-376x210.jpg 376w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-752x420.jpg 752w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-345x193.jpg 345w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-690x386.jpg 690w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-950x531.jpg 950w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-783x438.jpg 783w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-720x402.jpg 720w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-600x335.jpg 600w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-04-230x129.jpg 230w\" sizes=\"auto, (max-width: 1029px) 100vw, 1029px\" \/>\n        <\/div>\n      <\/div>\n    \n    <div class=\"content-card__text-container\">\n      \n                        <h3 class=\"content-card__headline\"><span class=\"text\">Prototype<\/span><span class=\"arrow-indicator\"><svg class=\"wolficon wolficon-arrow-right-bold\" role=\"img\"  aria-hidden=\"true\">\n\t\t\t\n\t\t\t<use xlink:href=\"#wolficon-arrow-right-bold\">\n\t\t<\/svg><\/span><\/h3>\n              \n\n      \n              <p class=\"content-card__cta\"><\/p>\n          <\/div>\n\n  <\/a>\n\n\n<a\n    class=\"ncst-content-card wp-block-ncst-content-card with-image\"\n    href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/challenges\/high-school-challenges\/image-identifier\/image-identifier-justify\/\"\n  >\n  \n          <div class=\"content-card__image-container\">\n        <div class=\"content-card__image-background\">\n          <img loading=\"lazy\" decoding=\"async\" width=\"1029\" height=\"575\"\n            class=\"content-card__image wp-image-1483\"\n            alt=\"\"\n            src=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05.jpg\"\n            style=\"aspect-ratio: 16\/9; object-fit: cover; \"\n srcset=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05.jpg 1029w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-300x168.jpg 300w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-1024x572.jpg 1024w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-768x429.jpg 768w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-460x257.jpg 460w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-920x514.jpg 920w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-376x210.jpg 376w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-752x420.jpg 752w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-345x193.jpg 345w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-690x386.jpg 690w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-950x531.jpg 950w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-783x438.jpg 783w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-720x402.jpg 720w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-600x335.jpg 600w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-05-230x129.jpg 230w\" sizes=\"auto, (max-width: 1029px) 100vw, 1029px\" \/>\n        <\/div>\n      <\/div>\n    \n    <div class=\"content-card__text-container\">\n      \n                        <h3 class=\"content-card__headline\"><span class=\"text\">Justify<\/span><span class=\"arrow-indicator\"><svg class=\"wolficon wolficon-arrow-right-bold\" role=\"img\"  aria-hidden=\"true\">\n\t\t\t\n\t\t\t<use xlink:href=\"#wolficon-arrow-right-bold\">\n\t\t<\/svg><\/span><\/h3>\n              \n\n      \n              <p class=\"content-card__cta\"><\/p>\n          <\/div>\n\n  <\/a>\n<\/div>\n\n              <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n\n\n<div class=\"ncst-labeled-section wp-block-ncst-featured-content ncst-featured-content is-card-style layout-three-column\">\n  <div class=\"ncst-labeled-section__background\">\n    <div class=\"ncst-labeled-section__container\">\n             <div class=\"ncst-labeled-section__content\">\n        \n<div class=\"wp-block-ncst-featured-content\"><div class=\"ncst-content-card wp-block-ncst-content-card\">\n  \n    \n    <div class=\"content-card__text-container\">\n      \n      \n\n      \n          <\/div>\n\n  <\/div>\n\n\n<a\n    class=\"ncst-content-card wp-block-ncst-content-card with-image\"\n    href=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/challenges\/high-school-challenges\/image-identifier\/image-identifier-pitch\/\"\n  >\n  \n          <div class=\"content-card__image-container\">\n        <div class=\"content-card__image-background\">\n          <img loading=\"lazy\" decoding=\"async\" width=\"1029\" height=\"575\"\n            class=\"content-card__image wp-image-1484\"\n            alt=\"\"\n            src=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09.jpg\"\n            style=\"aspect-ratio: 16\/9; object-fit: cover; \"\n srcset=\"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09.jpg 1029w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-300x168.jpg 300w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-1024x572.jpg 1024w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-768x429.jpg 768w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-460x257.jpg 460w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-920x514.jpg 920w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-376x210.jpg 376w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-752x420.jpg 752w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-345x193.jpg 345w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-690x386.jpg 690w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-950x531.jpg 950w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-783x438.jpg 783w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-720x402.jpg 720w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-600x335.jpg 600w, https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-content\/uploads\/sites\/22\/2022\/07\/DPHS-Thumbnail-Files-09-230x129.jpg 230w\" sizes=\"auto, (max-width: 1029px) 100vw, 1029px\" \/>\n        <\/div>\n      <\/div>\n    \n    <div class=\"content-card__text-container\">\n      \n                        <h3 class=\"content-card__headline\"><span class=\"text\">Pitch<\/span><span class=\"arrow-indicator\"><svg class=\"wolficon wolficon-arrow-right-bold\" role=\"img\"  aria-hidden=\"true\">\n\t\t\t\n\t\t\t<use xlink:href=\"#wolficon-arrow-right-bold\">\n\t\t<\/svg><\/span><\/h3>\n              \n\n      \n              <p class=\"content-card__cta\"><\/p>\n          <\/div>\n\n  <\/a>\n\n\n<div class=\"ncst-content-card wp-block-ncst-content-card\">\n  \n    \n    <div class=\"content-card__text-container\">\n      \n      \n\n      \n          <\/div>\n\n  <\/div>\n<\/div>\n\n              <\/div>\n    <\/div>\n  <\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Design a solution to your problem. Research and brainstorm possible solutions to the problem. Be creative and daring. Your first idea doesn\u2019t have to be perfect. Learn More Challenge Champion Jason Holmberg guides you through the process of building a machine learning model that can identify images for conservation. Helpful Resources Explore these digital resources&hellip;<\/p>\n","protected":false},"author":196,"featured_media":0,"parent":2223,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"ncst_dynamicHeaderBlockName":"ncst\/default-header","ncst_dynamicHeaderData":"{}","ncst_content_audit_freq":"","ncst_content_audit_date":"","ncst_content_audit_display":false,"ncst_backToTopFlag":"","footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-2252","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/pages\/2252","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/users\/196"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/comments?post=2252"}],"version-history":[{"count":20,"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/pages\/2252\/revisions"}],"predecessor-version":[{"id":4485,"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/pages\/2252\/revisions\/4485"}],"up":[{"embeddable":true,"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/pages\/2223"}],"wp:attachment":[{"href":"https:\/\/sites.ced.ncsu.edu\/design-and-pitch\/wp-json\/wp\/v2\/media?parent=2252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}