{"id":629,"date":"2019-12-30T12:34:00","date_gmt":"2019-12-30T11:34:00","guid":{"rendered":"https:\/\/myscience.eu\/martijn\/?p=629"},"modified":"2021-05-25T12:36:00","modified_gmt":"2021-05-25T11:36:00","slug":"project-sex-machine-learning-funded-by-royal-acadamy-of-sciences","status":"publish","type":"post","link":"https:\/\/myscience.eu\/martijn\/index.php\/2019\/12\/30\/project-sex-machine-learning-funded-by-royal-acadamy-of-sciences\/","title":{"rendered":"Project &#8216;Sex Machine Learning&#8217; funded by Royal Acadamy of Sciences&#8217;"},"content":{"rendered":"\n<p>Over the christmas period we heared that our application was awarded by the academy (3V fund of KNAW)! A short project blurp: In many animals boys and girls look quite alike. Especially in birds the  genitals are not located on the outside, and there may be little  differences in appearance that allow us to distinguish between the  sexes. In fact, in bird studies scientists generally rely on taking a  tissue sample and perform DNA analysis in the lab to reveal the sex of  an individual. We are working on a quicker, cheaper and non-invasive  method to separate the boys from the girls using machine learning. We  train a machine learning algorithm to use subtle differences in  appearance in photos of birds (colour, shape) in combination with  additional biometric measures (wing, leg and bill length, body mass) to  classify birds from photos into either sex. We train this algorithm with  photos of birds of which we have determined the sex in the lab.  Subsequently we test how well this algorithm is able to predict the sex  in a new dataset of photographed birds. Our aim is to explore how  reliable \u2018sex machine learning\u2019 is and whether it can be used on a large  variety of species using and develop a freely available software tool.  This project is in collaboration with <a href=\"https:\/\/track32.nl\/\">Track32<\/a>, Dr. Bruno Ens (Sovon) and Dr. Henk van der Jeugd (Dutch Centre for Avian Demography). <\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"667\" src=\"https:\/\/myscience.eu\/martijn\/wordpress\/wp-content\/uploads\/2020\/01\/SexMachineLearning-1024x667.jpg\" alt=\"\" class=\"wp-image-584\" srcset=\"https:\/\/myscience.eu\/martijn\/wordpress\/wp-content\/uploads\/2020\/01\/SexMachineLearning-1024x667.jpg 1024w, https:\/\/myscience.eu\/martijn\/wordpress\/wp-content\/uploads\/2020\/01\/SexMachineLearning-300x195.jpg 300w, https:\/\/myscience.eu\/martijn\/wordpress\/wp-content\/uploads\/2020\/01\/SexMachineLearning-768x500.jpg 768w, https:\/\/myscience.eu\/martijn\/wordpress\/wp-content\/uploads\/2020\/01\/SexMachineLearning-1536x1000.jpg 1536w, https:\/\/myscience.eu\/martijn\/wordpress\/wp-content\/uploads\/2020\/01\/SexMachineLearning.jpg 1673w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Over the christmas period we heared that our application was awarded by the academy (3V fund of KNAW)! A short project blurp: In many animals boys and girls look quite alike. Especially in birds the genitals are not located on the outside, and there may be little differences in appearance that allow us to distinguish &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/myscience.eu\/martijn\/index.php\/2019\/12\/30\/project-sex-machine-learning-funded-by-royal-acadamy-of-sciences\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;Project &#8216;Sex Machine Learning&#8217; funded by Royal Acadamy of Sciences&#8217;&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-629","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/posts\/629","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/comments?post=629"}],"version-history":[{"count":1,"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/posts\/629\/revisions"}],"predecessor-version":[{"id":630,"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/posts\/629\/revisions\/630"}],"wp:attachment":[{"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/media?parent=629"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/categories?post=629"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/myscience.eu\/martijn\/index.php\/wp-json\/wp\/v2\/tags?post=629"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}