{"id":9222,"date":"2024-02-28T12:49:55","date_gmt":"2024-02-28T10:49:55","guid":{"rendered":"https:\/\/sites.hslu.ch\/applied-data-science\/?p=9222"},"modified":"2025-03-20T09:45:55","modified_gmt":"2025-03-20T07:45:55","slug":"artificial-intelligence-animal-bliss","status":"publish","type":"post","link":"https:\/\/sites.hslu.ch\/applied-data-science\/artificial-intelligence-animal-bliss\/","title":{"rendered":"Happy or unhappy cow? Data Science takes us closer to animal welfare\u00a0"},"content":{"rendered":"\n<p class=\"has-small-font-size\"><strong>Shortcuts Master Data Science Programme Information:<\/strong><br><a href=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-admin\/post.php?post=7836&amp;action=edit#info-events\">Info-Events<\/a> | <a href=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-admin\/post.php?post=7718&amp;action=edit#tab-programme-information\">Programme-Information<\/a> | <a href=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-admin\/post.php?post=7718&amp;action=edit#tab-contact\">Contact<\/a> | <a href=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-admin\/post.php?post=7718&amp;action=edit#tab-professional-data-science-portraits\">Professional Data Science Portraits<\/a><\/p>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:24% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"234\" height=\"129\" src=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/Happy-Cow_Cengiz-Cetinkaya_HSLU_1.png\" alt=\"\" class=\"wp-image-9459 size-full\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p style=\"font-size:14px\"><a href=\"https:\/\/www.linkedin.com\/in\/cengiz-cetinkaya-b8933586\/\">Cengiz Cetinkaya<\/a><br>Former HSLU <a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/\">Applied Information and Data Science<\/a> student&nbsp;<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-media-text alignwide is-stacked-on-mobile is-vertically-aligned-top\" style=\"grid-template-columns:24% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"234\" height=\"129\" src=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/Happy-Cow_Professer-Peter-Gloor-neu.png\" alt=\"\" class=\"wp-image-9460 size-full\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p style=\"font-size:14px\"><a href=\"https:\/\/www.linkedin.com\/in\/petergloor\/\">Professor Mr. Peter Gloor<\/a>, <a href=\"https:\/\/web.mit.edu\/\">MIT Massachusetts (Boston) Institute of Technology<\/a>:<br>Innovative Researcher, Scientist, Lecturer &amp; Entrepreneur&nbsp;<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"bridging-hearts-with-data-science-the-happy-animal-revolution\">Bridging hearts with Data Science: the happy animal revolution<\/h2>\n\n\n\n<p>Cengiz\u2019s model aims to gauge bovine bliss levels by identifying anxiety and stress in real-time \u2013 using machine learning in images and videos to recognize whether a cow is happy or unhappy.<\/p>\n\n\n\n<div class=\"wp-block-media-text has-media-on-the-right is-stacked-on-mobile\" style=\"grid-template-columns:auto 36%\"><div class=\"wp-block-media-text__content\">\n<p>Artificial Intelligence helps him to rethink animal welfare. Will soon only happy cows graze on our pastures?\u202f Cengiz\u2019s Master\u2019s thesis takes us to a trough full of ideas for animal welfare.<\/p>\n<\/div><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/AdobeStock_282011826-1024x683.jpeg\" alt=\"\" class=\"wp-image-9491 size-full\" srcset=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/AdobeStock_282011826-1024x683.jpeg 1024w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/AdobeStock_282011826-300x200.jpeg 300w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/AdobeStock_282011826-768x512.jpeg 768w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/AdobeStock_282011826-1536x1024.jpeg 1536w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/AdobeStock_282011826-2048x1365.jpeg 2048w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/AdobeStock_282011826-600x400.jpeg 600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background\" href=\"https:\/\/hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/information-events\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-wplink-edit=\"true\">Join us on our information events to get all the details about our Master&#8217;s programme<\/a><\/div>\n\n\n<p><\/p>\n\n\n\n<p>A project is underway about launching a &#8220;Happy Cow&#8221; label that cattle breeders can use to groom the public\u2019s perception of their operations. <\/p>\n\n\n\n<div class=\"wp-block-media-text is-stacked-on-mobile\" style=\"grid-template-columns:37% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"782\" height=\"500\" src=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/Cattle-App-Result-Main.png\" alt=\"\" class=\"wp-image-9502 size-full\" srcset=\"https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/Cattle-App-Result-Main.png 782w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/Cattle-App-Result-Main-300x192.png 300w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/Cattle-App-Result-Main-768x491.png 768w, https:\/\/sites.hslu.ch\/applied-data-science\/wp-content\/uploads\/sites\/4\/2024\/02\/Cattle-App-Result-Main-600x384.png 600w\" sizes=\"auto, (max-width: 782px) 100vw, 782px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<p>And anyone wanting to learn more about their four-legged best friend\u2019s mental state can use the &#8220;waggydog&#8221; app from the start-up FaunaAI. The first version of the app is for dogs, but prototypes for cows, horses and cats are already in the pipeline.<\/p>\n<\/div><\/div>\n\n\n\n<p><\/p>\n\n\n\n<p><strong><strong>The app is already available for iOS and Android: <\/strong><a href=\"https:\/\/linktr.ee\/faunaai\" target=\"_blank\" rel=\"noreferrer noopener\">Click here to download the app<\/a>. <\/strong><\/p>\n\n\n<div class=\"wp-block-button aligncenter\"><a class=\"wp-block-button__link has-background\" href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/data-science-animal-bliss\/\" target=\"_blank\" rel=\"noopener noreferrer\">Click here to check out Cengiz full animal welfare Master&#8217;s thesis project and app<\/a><\/div>\n<\/p>\n<p>We would like to thank <a href=\"https:\/\/www.linkedin.com\/in\/cengiz-cetinkaya-b8933586\/\">Cengiz Cetinkaya<\/a> and <a href=\"https:\/\/web.mit.edu\/\">Peter Gloor<\/a>\u00a0for sharing these fascinating insights into this groundbreaking project!<\/p>\n<p>Author &amp; Masterstudent: <a href=\"https:\/\/www.linkedin.com\/in\/cengiz-cetinkaya-b8933586\/\">Cengiz Cetinkaya<\/a> <br \/>Former HSLU <a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/\">Applied Information and Data Science<\/a> student\u00a0<br \/>Supervising lecturer: <a href=\"https:\/\/www.linkedin.com\/in\/petergloor\/\">Professor Mr. Peter Gloor<\/a>, <a href=\"https:\/\/web.mit.edu\/\">MIT Massachusetts (Boston) Institute of Technology<\/a><br \/>Innovative Researcher, Scientist, Lecturer &amp; Entrepreneur\u00a0<\/p>\n\n\n<p id=\"info-events\"><br><strong>Start your career with the MSc in Applied Information and Data Science now! <br>Register and join us for a free online Info-Event:<\/strong><\/p>\n\n\n\n<p id=\"info-events\"><a href=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/agenda\/veranstaltungen\/2026\/04\/13\/mscids\/\" target=\"_blank\" rel=\"noreferrer noopener\">Monday, 13 April 2026 (Online, German)<\/a><br><a href=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/agenda\/veranstaltungen\/2026\/04\/27\/mscids-260427\/\" id=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/agenda\/veranstaltungen\/2026\/04\/27\/mscids-260427\/\">Monday, 27 April 2026 (Online, German)<\/a><br><a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/calendar\/events\/2026\/05\/11\/mscids\/\" target=\"_blank\" rel=\"noreferrer noopener\">Monday, 11 May 2026 (Online, English)<\/a><br><a href=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/agenda\/veranstaltungen\/2026\/05\/26\/mscids-260526\/\" id=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/agenda\/veranstaltungen\/2026\/05\/26\/mscids-260526\/\">Monday, 26 May 2026 (Online, German)<\/a><br><a href=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/agenda\/veranstaltungen\/2026\/06\/08\/mscids-260608\/\" target=\"_blank\" rel=\"noreferrer noopener\">Monday, 8 June 2026 (Online, German)<\/a><br><a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/calendar\/events\/2026\/08\/10\/mscids-20260810\/\" id=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/calendar\/events\/2026\/08\/10\/mscids-20260810\/\">Monday, 10 August 2026 (Online, English)<\/a><\/p>\n\n\n\n<p id=\"info-events\"><\/p>\n\n\n    <div id=\"tabs-block_15949b08dbe6f283096433e7b89324b2\" class=\"wk-tabs\" data-tab-component>\n        <div class=\"wk-tabs__tablist\" role=\"tablist\" aria-label=\"Tabbed content\">\n                            <button class=\"wk-tabs__tab-button\" role=\"tab\" aria-selected=\"true\" aria-controls=\"tab-programme-information-content\" id=\"tab-programme-information\">\n                    Programme information                <\/button>\n                            <button class=\"wk-tabs__tab-button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tab-contact-content\" id=\"tab-contact\">\n                    Contact                <\/button>\n                            <button class=\"wk-tabs__tab-button\" role=\"tab\" aria-selected=\"false\" aria-controls=\"tab-professional-data-science-portraits-content\" id=\"tab-professional-data-science-portraits\">\n                    Professional Data Science Portraits                <\/button>\n                    <\/div>\n                    <section class=\"wk-tabs__tab-panel\" id=\"tab-programme-information-content\" role=\"tabpanel\" aria-labelledby=\"tab-programme-information\" tabindex=\"0\" aria-hidden=\"false\">\n                <p><strong>Programme Info<\/strong>: <a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/\">MSc in Applied Information and Data Science<\/a><br \/>\n<strong>More Field Reports &amp; Experiences<\/strong>: <a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/\">Professional portraits &amp; study insights<\/a><br \/>\n<strong>Frequently Asked Questions<\/strong>: <a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/haeufig-gestellte-fragen\/\">FAQ<\/a><\/p>\n            <\/section>\n                    <section class=\"wk-tabs__tab-panel\" id=\"tab-contact-content\" role=\"tabpanel\" aria-labelledby=\"tab-contact\" tabindex=\"0\" aria-hidden=\"true\">\n                <p><strong>Contact<\/strong><br \/>\nContact us if you have any questions about the degree programme or for individual advice:<br \/>\nTel.: <a href=\"tel:+41412284253\">+41 41 228 41 30<\/a> \/ E-mail:\u00a0<a href=\"mailto:master.ids@hslu.ch\">master.ids@hslu.ch<\/a><\/p>\n            <\/section>\n                    <section class=\"wk-tabs__tab-panel\" id=\"tab-professional-data-science-portraits-content\" role=\"tabpanel\" aria-labelledby=\"tab-professional-data-science-portraits\" tabindex=\"0\" aria-hidden=\"true\">\n                <p><strong>Data Science Professional Portraits<\/strong><br \/>\nShortcuts:<br \/>\n<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-decision-scientist\/\">Decision Scientist\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-manager-internal-audit-data-analytics-leader\/\">Internal Audit Manager\/Data Analytics Leader\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-data-engineer-data-scientist\/\">Data Engineer\/Data Scientist\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-analyst-credit-management-office\/\">Analyst\/Credit Management Office\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-data-analyst\/\">Data Analyst\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-senior-consultant\/\">Senior Consultant\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-specialist-in-data-analytics\/\">Specialist Data Analytics<\/a>\u00a0&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-controlling-professional-and-data-science-specialist\/\">Controlling Professional and Data Science Specialist\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-data-science-consultant\/\">Data Science Consultant\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-chief-digital-officer-cdo\/\">Chief Digital Officer\u00a0<\/a>&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/professional-portrait-research-associate\/\">Research Associate<\/a>\u00a0&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/studium\/master\/applied-information-and-data-science\/erfahrungsberichte\/berufsbild-digital-solutions-engineer\/\" target=\"_self\">Digital Solutions Engineer<\/a>\u00a0&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/studium\/master\/applied-information-and-data-science\/erfahrungsberichte\/berufsbild-chief-revenue-officer-cro\/\" target=\"_self\">Chief Revenue Officer<\/a>\u00a0&#8211;\u00a0<a href=\"https:\/\/www.hslu.ch\/de-ch\/wirtschaft\/studium\/master\/applied-information-and-data-science\/erfahrungsberichte\/berufsbild-malatec\/\" target=\"_self\">Malatec<\/a><\/p>\n            <\/section>\n            <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Can we use artificial intelligence to help improve communication between humans and cows? Cengiz Cetinkaya thinks so and thus developed a machine learning model for real-time emotion prediction in his Data Science MSc programme at Lucerne University of Applied Sciences and Arts.<\/p>\n","protected":false},"author":38,"featured_media":9602,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"ghostkit_customizer_options":"","ghostkit_custom_css":"","ghostkit_custom_js_head":"","ghostkit_custom_js_foot":"","ghostkit_typography":"","footnotes":""},"categories":[152,181,196],"tags":[48,195,130,179,106,189,77],"class_list":["post-9222","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artificial-intelligence","category-data-science","category-sustainability","tag-applied-information-data-science","tag-artificial-intelligence","tag-data-science","tag-deep-learning","tag-hslu","tag-machine-learning","tag-master"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Applied Data Science: Save The Amazonas Rainforest<\/title>\n<meta name=\"description\" content=\"Applied Data Science: Save The Amazonas Rainforest. Combating climate change and rainforest deforestation with artificial intelligence!\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.hslu.ch\/en\/lucerne-school-of-business\/degree-programmes\/master\/applied-information-and-data-science\/student-experiences\/student-projects\/data-science-animal-bliss\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Applied Data Science: Save The Amazonas Rainforest\" \/>\n<meta property=\"og:description\" content=\"Applied Data Science: Save The Amazonas Rainforest. 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