{"id":5281,"date":"2024-12-05T07:24:15","date_gmt":"2024-12-05T07:24:15","guid":{"rendered":"https:\/\/campus.hesge.ch\/blog-master-is\/?p=5281"},"modified":"2024-12-05T07:24:16","modified_gmt":"2024-12-05T07:24:16","slug":"un-orchestre-invisible-les-reseaux-de-neurones-qui-orchestrent-nos-vies","status":"publish","type":"post","link":"https:\/\/campus.hesge.ch\/blog-master-is\/un-orchestre-invisible-les-reseaux-de-neurones-qui-orchestrent-nos-vies\/","title":{"rendered":"Un orchestre invisible : Les r\u00e9seaux de neurones qui orchestrent nos vies"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"5281\" class=\"elementor elementor-5281\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-78a3db7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"78a3db7\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f4ae943\" data-id=\"f4ae943\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-29c1222 elementor-widget elementor-widget-text-editor\" data-id=\"29c1222\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><small><em>Temps de lecture : 8 min<\/em><\/small><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1e9c9b2 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1e9c9b2\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2eccefd\" data-id=\"2eccefd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-9eb9614 elementor-widget elementor-widget-text-editor\" data-id=\"9eb9614\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Introduction : Une symphonie de donn\u00e9es<\/h2>\n<p>Imaginez un orchestre jouant une symphonie. Chaque musicien, du violoniste au percussionniste, a un r\u00f4le sp\u00e9cifique, mais c\u2019est le chef d\u2019orchestre qui guide l\u2019ensemble pour cr\u00e9er une harmonie parfaite. Maintenant, transposez cette image au monde de l\u2019intelligence artificielle : chaque \u00ab musicien \u00bb devient un neurone, chaque partition est une donn\u00e9e, et le r\u00e9seau de neurones, tel un orchestre, transforme le chaos en quelque chose de compr\u00e9hensible et utile.<\/p>\n<p>Les r\u00e9seaux de neurones avanc\u00e9s (RNA) orchestrent d\u00e9j\u00e0 une grande partie de nos vies : ils traduisent des langues, reconnaissent des visages, et m\u00eame cr\u00e9ent des \u0153uvres d\u2019art. Dans ce billet, nous allons d\u00e9couvrir comment ils fonctionnent, o\u00f9 ils brillent, et les d\u00e9fis qu\u2019ils doivent relever.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4d76269 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4d76269\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bcaa771\" data-id=\"bcaa771\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-55829dd elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"55829dd\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.12.41-A-horizontal-illustration-combining-the-concept-of-advanced-neural-networks-and-a-musician-analogy.-On-one-side-a-stylized-orchestra-w-1024x585.webp\" class=\"attachment-large size-large wp-image-5296\" alt=\"Advanced neural net - muscian analogy illustration\" srcset=\"https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.12.41-A-horizontal-illustration-combining-the-concept-of-advanced-neural-networks-and-a-musician-analogy.-On-one-side-a-stylized-orchestra-w-1024x585.webp 1024w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.12.41-A-horizontal-illustration-combining-the-concept-of-advanced-neural-networks-and-a-musician-analogy.-On-one-side-a-stylized-orchestra-w-300x171.webp 300w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.12.41-A-horizontal-illustration-combining-the-concept-of-advanced-neural-networks-and-a-musician-analogy.-On-one-side-a-stylized-orchestra-w-768x439.webp 768w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.12.41-A-horizontal-illustration-combining-the-concept-of-advanced-neural-networks-and-a-musician-analogy.-On-one-side-a-stylized-orchestra-w-1536x878.webp 1536w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.12.41-A-horizontal-illustration-combining-the-concept-of-advanced-neural-networks-and-a-musician-analogy.-On-one-side-a-stylized-orchestra-w.webp 1792w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source : DALL-E<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-62f52ac elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"62f52ac\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-caa6315\" data-id=\"caa6315\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-91436cd elementor-widget elementor-widget-text-editor\" data-id=\"91436cd\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Comprendre les r\u00e9seaux de neurones avanc\u00e9s : construire une harmonie<\/h2>\n<p>Un r\u00e9seau de neurones est comme un orchestre bien r\u00e9gl\u00e9. Chaque couche de neurones joue un r\u00f4le, comme des sections d\u2019un orchestre (cordes, vents, percussions). Mais pour obtenir une sortie pr\u00e9cise, il faut un apprentissage, \u00e9quivalent aux r\u00e9p\u00e9titions n\u00e9cessaires avant un concert.<\/p>\n<h3>Les bases : chaque neurone a sa note<\/h3>\n<ul>\n<li><strong>Couches d\u2019entr\u00e9e :<\/strong> Comme les partitions que chaque musicien re\u00e7oit, cette couche contient les donn\u00e9es brutes (images, sons, texte).<\/li>\n<li><strong>Couches cach\u00e9es :<\/strong> Les musiciens jouent leur partie, transformant les notes en m\u00e9lodies. Ici, les couches cach\u00e9es traitent et interpr\u00e8tent les donn\u00e9es.<\/li>\n<li><strong>Couche de sortie :<\/strong> Le r\u00e9sultat final est comme la symphonie termin\u00e9e, une d\u00e9cision ou une pr\u00e9diction.<\/li>\n<\/ul>\n<h3>L\u2019attention : un chef d\u2019orchestre r\u00e9volutionnaire<\/h3>\n<p>Avec les r\u00e9seaux avanc\u00e9s, comme les\u00a0<a href=\"https:\/\/www.datacamp.com\/tutorial\/how-transformers-work\" target=\"_blank\" rel=\"noopener\">transformers<\/a>, le chef d\u2019orchestre (le m\u00e9canisme d\u2019<strong>attention<\/strong>) a pris une importance cl\u00e9. Selon l\u2019article \u00ab <a href=\"https:\/\/user.phil.hhu.de\/~cwurm\/wp-content\/uploads\/2020\/01\/7181-attention-is-all-you-need.pdf\" target=\"_new\" rel=\"noopener\">Attention Is All You Need<\/a> \u00bb, l\u2019attention permet au r\u00e9seau de se concentrer sur les sections importantes des donn\u00e9es, un peu comme un chef met en avant les cordes dans un moment crucial.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-07ac432 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"07ac432\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-d0f136f\" data-id=\"d0f136f\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c61f18 elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"1c61f18\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"691\" src=\"https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/image_199786868d-1024x691.png\" class=\"attachment-large size-large wp-image-5297\" alt=\"Showing transformer illustration\" srcset=\"https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/image_199786868d-1024x691.png 1024w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/image_199786868d-300x202.png 300w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/image_199786868d-768x518.png 768w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/image_199786868d-1536x1036.png 1536w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/image_199786868d.png 1600w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source : datacamp.com Auteur : Josep Ferrer<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f71522c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f71522c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-baf5283\" data-id=\"baf5283\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ada216e elementor-widget elementor-widget-text-editor\" data-id=\"ada216e\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Application : Quand l&#8217;orchestre joue pour nous<\/h2>\n<p>Chaque jour, cet orchestre invisible travaille en coulisses pour transformer nos vies. Voici quelques-unes de ses performances les plus impressionnantes :<\/p>\n<ul>\n<li>\n<p><strong>Vision par ordinateur :<\/strong> Comme un orchestre interpr\u00e9tant une image complexe, les r\u00e9seaux analysent les pixels pour reconna\u00eetre des visages ou d\u00e9tecter des objets. <a href=\"https:\/\/arxiv.org\/pdf\/2404.08555\" target=\"_new\" rel=\"noopener\">ArXiv<\/a> d\u00e9crit comment les transformeurs am\u00e9liorent ces performances en analysant les images en contextes globaux, comme un chef coordonnant toutes les sections pour un final spectaculaire.<\/p>\n<\/li>\n<li>\n<p><strong>Traitement du langage naturel :<\/strong> Lorsque vous parlez \u00e0 un assistant vocal, il traduit vos mots en donn\u00e9es, les traite, et r\u00e9pond avec fluidit\u00e9. Les transformeurs, comme GPT, sont les virtuoses dans ce domaine.<\/p>\n<\/li>\n<li><strong>Cr\u00e9ation artistique :<\/strong> Avec les GANs (Generative Adversial Networks ou r\u00e9seaux antagonistes g\u00e9n\u00e9ratifs), les machines deviennent des compositeurs. <a style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight )\" href=\"https:\/\/ital.corejournals.org\/index.php\/ital\/article\/view\/16295\/11874\" target=\"_new\" rel=\"noopener\">Cet article<\/a><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight )\"> explore comment les GANs recr\u00e9ent des \u0153uvres culturelles perdues, comme si l\u2019orchestre improvisait une \u0153uvre d\u2019art \u00e0 partir d\u2019une m\u00e9lodie oubli\u00e9e.<\/span><\/li>\n<\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-50e1ae0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"50e1ae0\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f818529\" data-id=\"f818529\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b1aeba0 elementor-widget elementor-widget-text-editor\" data-id=\"b1aeba0\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>D\u00e9fis : Quand l&#8217;orchestre perd la partition<\/h2><p>M\u00eame un orchestre talentueux peut faire des fausses notes. Les r\u00e9seaux de neurones, malgr\u00e9 leur puissance, ont leurs limites.<\/p><h3>Bo\u00eetes noires et erreurs<\/h3><p><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight )\">Les RNA sont souvent compar\u00e9s \u00e0 des \u00ab bo\u00eetes noires \u00bb : on voit la sortie, mais il est difficile de comprendre exactement comment ils y sont arriv\u00e9s. Dans des domaines critiques comme la m\u00e9decine, cette opacit\u00e9 peut poser probl\u00e8me. Par exemple, dans le diagnostic des troubles neurologiques, un r\u00e9seau peut d\u00e9tecter une anomalie mais ne pas expliquer pourquoi. Cela complique la validation et l&#8217;adoption de ces technologies en clinique.\u00a0<\/span><a href=\"https:\/\/policycommons.net\/artifacts\/15840053\/artificial-intelligence-for-neurological-disorders\/16730912\/\" target=\"_blank\" rel=\"noopener\">Ce rapport<\/a><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight )\">\u00a0explore ces d\u00e9fis en profondeur et propose des solutions pour am\u00e9liorer la transparence des mod\u00e8les.\u00a0<\/span><a href=\"https:\/\/www.youtube.com\/watch?v=CqOfi41LfDw\" target=\"_blank\" rel=\"noopener\">Petit aper\u00e7u en vid\u00e9o<\/a><span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight )\">.<\/span><\/p><h3><span style=\"color: #333333;font-family: Lato;font-size: 22px\">Biais et \u00e9thique<\/span><\/h3><p>Un chef d\u2019orchestre peut favoriser certaines sections au d\u00e9triment d\u2019autres. De m\u00eame, les r\u00e9seaux de neurones peuvent reproduire des biais pr\u00e9sents dans leurs donn\u00e9es d\u2019entra\u00eenement. Des biais dans les mod\u00e8les d\u2019embauche, par exemple, peuvent discriminer des candidats en fonction de leur genre ou origine.<\/p><h3>Environnement<\/h3><p>L\u2019entra\u00eenement de ces orchestres num\u00e9riques consomme \u00e9norm\u00e9ment d\u2019\u00e9nergie. <a href=\"https:\/\/arxiv.org\/pdf\/2404.08555\" target=\"_new\" rel=\"noopener\">Cet article sur ArXiv<\/a>\u00a0<span style=\"color: var( --e-global-color-text );font-family: var( --e-global-typography-text-font-family ), Sans-serif;font-weight: var( --e-global-typography-text-font-weight )\">propose des solutions comme l\u2019utilisation de mod\u00e8les plus l\u00e9gers, le partage de poids entre couches, et l\u2019entra\u00eenement r\u00e9parti sur des architectures distribu\u00e9es. Ces approches permettent de r\u00e9duire l\u2019empreinte \u00e9nerg\u00e9tique tout en maintenant des performances \u00e9lev\u00e9es.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c7a1b25 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c7a1b25\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f3f1194\" data-id=\"f3f1194\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-70f820b elementor-widget__width-initial elementor-widget elementor-widget-image\" data-id=\"70f820b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.59.48-A-realistic-and-thought-provoking-horizontal-image-symbolizing-the-future-of-artificial-intelligence-and-neural-networks-1024x585.webp\" class=\"attachment-large size-large wp-image-5301\" alt=\"Image illustration ia societe\" srcset=\"https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.59.48-A-realistic-and-thought-provoking-horizontal-image-symbolizing-the-future-of-artificial-intelligence-and-neural-networks-1024x585.webp 1024w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.59.48-A-realistic-and-thought-provoking-horizontal-image-symbolizing-the-future-of-artificial-intelligence-and-neural-networks-300x171.webp 300w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.59.48-A-realistic-and-thought-provoking-horizontal-image-symbolizing-the-future-of-artificial-intelligence-and-neural-networks-768x439.webp 768w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.59.48-A-realistic-and-thought-provoking-horizontal-image-symbolizing-the-future-of-artificial-intelligence-and-neural-networks-1536x878.webp 1536w, https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.59.48-A-realistic-and-thought-provoking-horizontal-image-symbolizing-the-future-of-artificial-intelligence-and-neural-networks.webp 1792w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Source : DALL-E<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-10a39eb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10a39eb\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5a29f80\" data-id=\"5a29f80\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-487a995 elementor-widget elementor-widget-text-editor\" data-id=\"487a995\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Conclusion : L&#8217;avenir de l&#8217;orchestre<\/h2>\n<p>L\u2019orchestre des r\u00e9seaux de neurones n\u2019en est qu\u2019\u00e0 ses premi\u00e8res symphonies. Alors que les transformeurs et GANs red\u00e9finissent ce que les machines peuvent accomplir, de nouveaux chefs d\u2019orchestre appara\u00eetront, plus \u00e9thiques, plus transparents, et plus responsables. En comprenant leur fonctionnement et leurs limites, nous pouvons participer \u00e0 ce concert technologique et fa\u00e7onner un futur harmonieux.<\/p>\n<p>\u00a0<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2fe6763 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2fe6763\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-386dedd\" data-id=\"386dedd\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c8302e9 elementor-widget elementor-widget-text-editor\" data-id=\"c8302e9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<h2>Bibliographie<\/h2><div class=\"csl-bib-body\" style=\"line-height: 1.35\"><div class=\"csl-entry\" style=\"margin-bottom: 1em\">BRZUSTOWICZ, Richard, 2023. From ChatGPT to CatGPT: The Implications of Artificial Intelligence on Library Cataloging. <i>Information Technology and Libraries<\/i> [en\u00a0ligne]. 18 septembre 2023. Vol.\u00a042, n\u00b0\u00a03. [Consult\u00e9\u00a0le\u00a030\u00a0novembre\u00a02024]. DOI\u00a0<a href=\"https:\/\/doi.org\/10.5860\/ital.v42i3.16295\">10.5860\/ital.v42i3.16295<\/a>. Disponible \u00e0 l\u2019adresse\u00a0: <a href=\"https:\/\/ital.corejournals.org\/index.php\/ital\/article\/view\/16295\">https:\/\/ital.corejournals.org\/index.php\/ital\/article\/view\/16295<\/a><\/div><div class=\"csl-entry\" style=\"margin-bottom: 1em\">CHAUDHARI, Shreyas, AGGARWAL, Pranjal, MURAHARI, Vishvak, RAJPUROHIT, Tanmay, KALYAN, Ashwin, NARASIMHAN, Karthik, DESHPANDE, Ameet et SILVA, Bruno Castro da, 2024. <i>RLHF Deciphered: A Critical Analysis of Reinforcement Learning from Human Feedback for LLMs<\/i> [en\u00a0ligne]. 16 avril 2024. arXiv. arXiv:2404.08555. [Consult\u00e9\u00a0le\u00a030\u00a0novembre\u00a02024]. Disponible \u00e0 l\u2019adresse\u00a0: <a href=\"http:\/\/arxiv.org\/abs\/2404.08555\">http:\/\/arxiv.org\/abs\/2404.08555<\/a><\/div><div class=\"csl-entry\" style=\"margin-bottom: 1em\">How Transformers Work: A Detailed Exploration of Transformer Architecture, [sans date]. [en\u00a0ligne]. [Consult\u00e9\u00a0le\u00a030\u00a0novembre\u00a02024]. Disponible \u00e0 l\u2019adresse\u00a0: <a href=\"https:\/\/www.datacamp.com\/tutorial\/how-transformers-work\">https:\/\/www.datacamp.com\/tutorial\/how-transformers-work<\/a><\/div><div class=\"csl-entry\" style=\"margin-bottom: 1em\">MATTIA, Giulia Maria, [sans date]. Artificial intelligence for neurological disorders\u202f: aiding the diagnosis and better understanding convolutional neural network behavior | Policy Commons. [en\u00a0ligne]. [Consult\u00e9\u00a0le\u00a030\u00a0novembre\u00a02024]. Disponible \u00e0 l\u2019adresse\u00a0: <a href=\"https:\/\/policycommons.net\/artifacts\/15840053\/artificial-intelligence-for-neurological-disorders\/16730912\/\">https:\/\/policycommons.net\/artifacts\/15840053\/artificial-intelligence-for-neurological-disorders\/16730912\/<\/a><\/div><div class=\"csl-entry\">VASWANI, Ashish, SHAZEER, Noam, PARMAR, Niki, USZKOREIT, Jakob, JONES, Llion, GOMEZ, Aidan N, KAISER, \u0141ukasz et POLOSUKHIN, Illia, [sans date]. Attention is All you Need. .\u00a0<\/div><\/div>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Temps de lecture : 8 min Introduction : Une symphonie de donn\u00e9es Imaginez un orchestre jouant une symphonie. Chaque musicien, du violoniste au percussionniste, a un r\u00f4le sp\u00e9cifique, mais c\u2019est le chef d\u2019orchestre qui guide l\u2019ensemble pour cr\u00e9er une harmonie &hellip; <a href=\"https:\/\/campus.hesge.ch\/blog-master-is\/un-orchestre-invisible-les-reseaux-de-neurones-qui-orchestrent-nos-vies\/\">Lire la suite\u00ad\u00ad<\/a><\/p>\n","protected":false},"author":158,"featured_media":5301,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18,12],"tags":[58,52,50,30],"class_list":["post-5281","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-advanced-neural-net","category-reflexion-is","tag-advanced-neural-network","tag-intelligence-artificielle","tag-machine-learning","tag-master-is"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Un orchestre invisible : Les r\u00e9seaux de neurones qui orchestrent nos vies - Recherche d&#039;Id\u00e9eS<\/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:\/\/campus.hesge.ch\/blog-master-is\/un-orchestre-invisible-les-reseaux-de-neurones-qui-orchestrent-nos-vies\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Un orchestre invisible : Les r\u00e9seaux de neurones qui orchestrent nos vies - Recherche d&#039;Id\u00e9eS\" \/>\n<meta property=\"og:description\" content=\"Temps de lecture : 8 min Introduction : Une symphonie de donn\u00e9es Imaginez un orchestre jouant une symphonie. Chaque musicien, du violoniste au percussionniste, a un r\u00f4le sp\u00e9cifique, mais c\u2019est le chef d\u2019orchestre qui guide l\u2019ensemble pour cr\u00e9er une harmonie &hellip; Lire la suite\u00ad\u00ad\" \/>\n<meta property=\"og:url\" content=\"https:\/\/campus.hesge.ch\/blog-master-is\/un-orchestre-invisible-les-reseaux-de-neurones-qui-orchestrent-nos-vies\/\" \/>\n<meta property=\"og:site_name\" content=\"Recherche d&#039;Id\u00e9eS\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-05T07:24:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-12-05T07:24:16+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/campus.hesge.ch\/blog-master-is\/wp-content\/uploads\/2024\/11\/DALL\u00b7E-2024-11-30-19.59.48-A-realistic-and-thought-provoking-horizontal-image-symbolizing-the-future-of-artificial-intelligence-and-neural-networks.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1792\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Dorian Thom\u00e9\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dorian Thom\u00e9\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/campus.hesge.ch\/blog-master-is\/un-orchestre-invisible-les-reseaux-de-neurones-qui-orchestrent-nos-vies\/\",\"url\":\"https:\/\/campus.hesge.ch\/blog-master-is\/un-orchestre-invisible-les-reseaux-de-neurones-qui-orchestrent-nos-vies\/\",\"name\":\"Un orchestre invisible : Les r\u00e9seaux de neurones qui orchestrent nos vies - 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