{"id":10030,"date":"2025-05-12T15:09:59","date_gmt":"2025-05-12T19:09:59","guid":{"rendered":"https:\/\/portfolios.cs.earlham.edu\/?page_id=10030"},"modified":"2025-12-12T02:45:41","modified_gmt":"2025-12-12T07:45:41","slug":"ayman-husain","status":"publish","type":"page","link":"https:\/\/portfolios.cs.earlham.edu\/index.php\/students\/2024-2\/cs488\/ayman-husain\/","title":{"rendered":"Ayman Husain"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">About Me<\/h2>\n\n\n\n<p>Hey there! My name is Ayman Husain and I am an international junior at Earlham College, currently working towards a Data Science and Business Management double major.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Abstract<\/h2>\n\n\n\n<p>This project proposes the development of a supervised deep learning model to detect tuberculosis from chest X-ray images. It does so by classifying the images as either TB-positive or TB-negative by using the feature extractor to highlight key outliers in an image. In this project, we are essentially building three convolutional neural network (CNN) based models. One of these models we have built from scratch, and the other two models are pre-trained models specialized in medical image classification called Densenet and Resnet. Finally, we will be conducting a comparative analysis on how our model compares to the transfer learning-based model through several performance metrics detailed below.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Graphical Abstract Diagram<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"201\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Graphical-abstract-1-1-1024x201.png\" alt=\"\" class=\"wp-image-10991\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Graphical-abstract-1-1-1024x201.png 1024w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Graphical-abstract-1-1-300x59.png 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Graphical-abstract-1-1-768x151.png 768w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Graphical-abstract-1-1-1536x302.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Data Architecture Diagram<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Final-Data-Architecture-1-1024x576.png\" alt=\"\" class=\"wp-image-10990\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Final-Data-Architecture-1-1024x576.png 1024w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Final-Data-Architecture-1-300x169.png 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Final-Data-Architecture-1-768x432.png 768w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Final-Data-Architecture-1-1536x864.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Project Poster<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/TB-Detection-Poster-1024x768.jpg\" alt=\"\" class=\"wp-image-11008\" srcset=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/TB-Detection-Poster-1024x768.jpg 1024w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/TB-Detection-Poster-300x225.jpg 300w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/TB-Detection-Poster-768x576.jpg 768w, https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/TB-Detection-Poster-1536x1152.jpg 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Technical Project Report<\/h2>\n\n\n\n<div class=\"wp-block-file\"><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Technical_Report_Final_DS488.pdf\">Technical_Report_Final_DS488<\/a><a href=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Technical_Report_Final_DS488.pdf\" class=\"wp-block-file__button\" download>Download<\/a><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Project Demonstration<\/h2>\n\n\n\n<figure class=\"wp-block-video\"><video height=\"920\" style=\"aspect-ratio: 1470 \/ 920;\" width=\"1470\" controls src=\"https:\/\/portfolios.cs.earlham.edu\/wp-content\/uploads\/2025\/12\/Final-Capstone-Video.mp4\"><\/video><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<ul class=\"wp-block-social-links is-layout-flex wp-block-social-links-is-layout-flex\">\n\n\n\n\n\n\n\n<li class=\"wp-social-link wp-social-link-github  wp-block-social-link\"><a href=\"https:\/\/code.cs.earlham.edu\/ahusain22\/tb-cnn-model\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M12,2C6.477,2,2,6.477,2,12c0,4.419,2.865,8.166,6.839,9.489c0.5,0.09,0.682-0.218,0.682-0.484 c0-0.236-0.009-0.866-0.014-1.699c-2.782,0.602-3.369-1.34-3.369-1.34c-0.455-1.157-1.11-1.465-1.11-1.465 c-0.909-0.62,0.069-0.608,0.069-0.608c1.004,0.071,1.532,1.03,1.532,1.03c0.891,1.529,2.341,1.089,2.91,0.833 c0.091-0.647,0.349-1.086,0.635-1.337c-2.22-0.251-4.555-1.111-4.555-4.943c0-1.091,0.39-1.984,1.03-2.682 C6.546,8.54,6.202,7.524,6.746,6.148c0,0,0.84-0.269,2.75,1.025C10.295,6.95,11.15,6.84,12,6.836 c0.85,0.004,1.705,0.114,2.504,0.336c1.909-1.294,2.748-1.025,2.748-1.025c0.546,1.376,0.202,2.394,0.1,2.646 c0.64,0.699,1.026,1.591,1.026,2.682c0,3.841-2.337,4.687-4.565,4.935c0.359,0.307,0.679,0.917,0.679,1.852 c0,1.335-0.012,2.415-0.012,2.741c0,0.269,0.18,0.579,0.688,0.481C19.138,20.161,22,16.416,22,12C22,6.477,17.523,2,12,2z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">GitHub<\/span><\/a><\/li>\n\n\n\n\n\n<li class=\"wp-social-link wp-social-link-youtube  wp-block-social-link\"><a href=\"https:\/\/youtu.be\/ZP3JL013wrA\" class=\"wp-block-social-link-anchor\"><svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" aria-hidden=\"true\" focusable=\"false\"><path d=\"M21.8,8.001c0,0-0.195-1.378-0.795-1.985c-0.76-0.797-1.613-0.801-2.004-0.847c-2.799-0.202-6.997-0.202-6.997-0.202 h-0.009c0,0-4.198,0-6.997,0.202C4.608,5.216,3.756,5.22,2.995,6.016C2.395,6.623,2.2,8.001,2.2,8.001S2,9.62,2,11.238v1.517 c0,1.618,0.2,3.237,0.2,3.237s0.195,1.378,0.795,1.985c0.761,0.797,1.76,0.771,2.205,0.855c1.6,0.153,6.8,0.201,6.8,0.201 s4.203-0.006,7.001-0.209c0.391-0.047,1.243-0.051,2.004-0.847c0.6-0.607,0.795-1.985,0.795-1.985s0.2-1.618,0.2-3.237v-1.517 C22,9.62,21.8,8.001,21.8,8.001z M9.935,14.594l-0.001-5.62l5.404,2.82L9.935,14.594z\"><\/path><\/svg><span class=\"wp-block-social-link-label screen-reader-text\">YouTube<\/span><\/a><\/li><\/ul>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>About Me Hey there! My name is Ayman Husain and I am an international junior at Earlham College, currently working towards a Data Science and Business Management double major. Abstract This project proposes the development of a supervised deep learning &hellip; <a href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/students\/2024-2\/cs488\/ayman-husain\/\">Read More<\/a><\/p>\n","protected":false},"author":157,"featured_media":0,"parent":8534,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-10030","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Ayman Husain - CS\/DS Student Portfolios<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/portfolios.cs.earlham.edu\/index.php\/students\/2024-2\/cs488\/ayman-husain\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ayman Husain - CS\/DS Student Portfolios\" \/>\n<meta property=\"og:description\" content=\"About Me Hey there! 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