{"id":1094,"date":"2023-02-06T22:18:55","date_gmt":"2023-02-06T21:18:55","guid":{"rendered":"http:\/\/pageperso.math.univ-toulouse.fr\/biostat\/?p=1094"},"modified":"2023-02-06T22:18:55","modified_gmt":"2023-02-06T21:18:55","slug":"machine-et-deep-learning-avec-r-keras","status":"publish","type":"post","link":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/2023\/02\/06\/machine-et-deep-learning-avec-r-keras\/","title":{"rendered":"Machine et deep learning avec R (Keras)"},"content":{"rendered":"<p>La formation a pour objectif la mise en \u0153uvre pratique, avec <strong>R<\/strong> (librairie Keras), d&#8217;approches de machine learning et de deep learning pour r\u00e9soudre des probl\u00e8mes d&#8217;apprentissage automatique rencontr\u00e9es en biologie mol\u00e9culaire et g\u00e9n\u00e9tique humaine.<\/p>\n<p><em><strong>Prochaine session<\/strong><\/em> :Dates \u00e0 venir pour 2023. La formation aura lieu\u00a0\u00e0 INRAE Auzeville, salle de formation du MIAT. Pour s&#8217;inscrire, remplir <a href=\"\/\/lime.nathalievialaneix.eu\/index.php\/327138?lang=fr\" target=\"_blank\">ce formulaire<\/a>.<\/p>\n<p><strong><em>Pr\u00e9-requis<\/em><\/strong> : La formation s&#8217;adresse \u00e0 des utilisateurs r\u00e9guliers de <strong>R<\/strong>.<\/p>\n<p><em><strong>Notions abord\u00e9es<\/strong> :<\/em><\/p>\n<ul>\n<li>Day 1 : Predict regulatory elements with ML and DeepL with machine learning approaches (SVM, K-mers, GLM, random forests) (3h) and with Deep Learning approaches (CNN, model interpretation) (3h)<\/li>\n<li>Day 2: Application to human genetics: SNPs from Genome-Wide Association Studies, and expression quantitative trait loci (eQTL or eSNP), Prediction of SNP effect using deep learning for variant prioritization and understanding of biological mechanisms (3h)<\/li>\n<\/ul>\n<p><em><strong>Intervenants<\/strong> : <\/em>Rapha\u00ebl Mourad (CBI, Universit\u00e9 Toulouse 3, actuellement en d\u00e9l\u00e9gation \u00e0 MIAT-MathNum)<\/p>\n<p><em><strong>Dur\u00e9e de la formation<\/strong> :<\/em> 1,5 jour<\/p>\n<p><em><strong>Horaire<\/strong><\/em>: 9h-17h (J1); 9h-12h (J2)<\/p>\n<p><em><strong>Co\u00fbt<\/strong> :<\/em>\u00a0 Acad\u00e9miques : 150\u20ac HT \/ jour &#8211; Secteur priv\u00e9 : 300\u20ac HT \/ jour &#8211; Agents INRAe Toulouse : nous contacter<\/p>\n<p>Cette formation est organis\u00e9e en coordination avec<\/p>\n<p><a href=\"https:\/\/mia.toulouse.inra.fr\/\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-368\" src=\"http:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2016\/01\/miat-300x237.png\" alt=\"miat\" width=\"123\" height=\"97\" srcset=\"https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2016\/01\/miat-300x237.png 300w, https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2016\/01\/miat.png 500w\" sizes=\"auto, (max-width: 123px) 100vw, 123px\" \/><\/a>\u00a0<a href=\"http:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2018\/12\/logo_imabs_2.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-632\" src=\"http:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2018\/12\/logo_imabs_2-300x275.png\" alt=\"logo_imabs_2\" width=\"114\" height=\"105\" srcset=\"https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2018\/12\/logo_imabs_2-300x275.png 300w, https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2018\/12\/logo_imabs_2.png 950w\" sizes=\"auto, (max-width: 114px) 100vw, 114px\" \/><\/a><a href=\"http:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/CBI.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone  wp-image-808\" src=\"http:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/CBI-300x185.png\" alt=\"cbi\" width=\"169\" height=\"104\" srcset=\"https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/CBI-300x185.png 300w, https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/CBI.png 491w\" sizes=\"auto, (max-width: 169px) 100vw, 169px\" \/><\/a>\u00a0\u00a0 <a href=\"https:\/\/www.inrae.fr\/departements\/mathnum\" target=\"_blank\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-898\" src=\"http:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/mathnum-300x56.png\" alt=\"mathnum\" width=\"300\" height=\"56\" srcset=\"https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/mathnum-300x56.png 300w, https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/mathnum-1024x191.png 1024w, https:\/\/perso.math.univ-toulouse.fr\/biostat\/files\/2021\/02\/mathnum.png 1649w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>La formation a pour objectif la mise en \u0153uvre pratique, avec R (librairie Keras), d&#8217;approches de machine learning et de deep learning pour r\u00e9soudre des probl\u00e8mes d&#8217;apprentissage automatique rencontr\u00e9es en biologie mol\u00e9culaire et g\u00e9n\u00e9tique humaine. Prochaine session :Dates \u00e0 venir pour 2023. La formation aura lieu\u00a0\u00e0 INRAE Auzeville, salle de formation du MIAT. Pour s&#8217;inscrire, [&hellip;]<\/p>\n","protected":false},"author":128,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-1094","post","type-post","status-publish","format-standard","hentry","category-formation"],"_links":{"self":[{"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/posts\/1094","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/users\/128"}],"replies":[{"embeddable":true,"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/comments?post=1094"}],"version-history":[{"count":1,"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/posts\/1094\/revisions"}],"predecessor-version":[{"id":1095,"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/posts\/1094\/revisions\/1095"}],"wp:attachment":[{"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/media?parent=1094"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/categories?post=1094"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/perso.math.univ-toulouse.fr\/biostat\/wp-json\/wp\/v2\/tags?post=1094"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}