{"id":7875,"date":"2019-02-28T14:07:50","date_gmt":"2019-02-28T13:07:50","guid":{"rendered":"https:\/\/golem.ai\/blog\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\/"},"modified":"2022-04-22T12:20:02","modified_gmt":"2022-04-22T10:20:02","slug":"ai-society-reconnaissance-vocale-analyse-conjointe-deepfake","status":"publish","type":"post","link":"https:\/\/miralia.ai\/en\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake","title":{"rendered":"AI &#038; Society #11 Janvier 2019"},"content":{"rendered":"<h3 dir=\"ltr\"><strong>Vous souhaitez revivre la 11\u00e8me \u00e9dition d\u2019AI &amp; Society de Janvier 2019 ? D\u00e9couvrez les r\u00e9capitulatifs des 3 conf\u00e9rences de Carole Lailler, Martin M\u00fcller et de Guillaume Hochard.<\/strong><\/h3>\n<h2 dir=\"ltr\"><span style=\"color: #943b44;\"><strong>Talk technologique &#8211; Comprendre la reconnaissance vocale aujourd&rsquo;hui<\/strong><\/span><\/h2>\n<p dir=\"ltr\"><em>With <a href=\"https:\/\/www.linkedin.com\/in\/carole-lailler\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Carole Lailler<\/span><\/a>, Dr en Sciences du Langage, consultant en IA et formateur freelance.<\/em><\/p>\n<p dir=\"ltr\">Carole Lailler, Dr en Sciences du langage, d\u00e9finit dans sa conf\u00e9rence ce que sont les syst\u00e8mes de reconnaissance automatiques de la parole ou automatic speech recognition. <strong>L&rsquo;objectif de ces syst\u00e8mes est de transformer des flux audio en suite de mots.<\/strong><\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"fr\">Premi\u00e8re intervention de la soir\u00e9e avec <a href=\"https:\/\/twitter.com\/ConseilScribe?ref_src=twsrc%5Etfw\">@ConseilScribe<\/a> qui nous pr\u00e9sente tous les param\u00e8tres de la reconnaissance vocale <a href=\"https:\/\/twitter.com\/hashtag\/SRAP?src=hash&amp;ref_src=twsrc%5Etfw\">#SRAP<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/speechrecognition?src=hash&amp;ref_src=twsrc%5Etfw\">#speechrecognition<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/AISociety?src=hash&amp;ref_src=twsrc%5Etfw\">#AISociety<\/a> <a href=\"https:\/\/t.co\/W9I59ka61f\">pic.twitter.com\/W9I59ka61f<\/a><\/p>\n<p>\u2014 AI &amp; Society (@ai_society_fr) <a href=\"https:\/\/twitter.com\/ai_society_fr\/status\/1082342291275218944?ref_src=twsrc%5Etfw\">January 7, 2019<\/a><\/p><\/blockquote>\n<blockquote class=\"twitter-tweet\"><p>Elle aborde la fa\u00e7on dont les syst\u00e8mes de reconnaissance &#8211; aussi appel\u00e9s syst\u00e8mes de transcription &#8211; fonctionnent et <strong>comment un syst\u00e8me doit apprendre la r\u00e9alit\u00e9 de la langue pour \u00eatre vraiment efficace.&nbsp;<\/strong><\/p>\n<p>Faut-il r\u00e9ellement des r\u00e9seaux de neurones pour faire de la reconnaissance vocale ? Si oui, pourquoi et comment et surtout dans quel cas d\u2019usage ?<\/p>\n<p>Entre perturbations de discours avec les fameux \u201ceuh\u201d, abus de langage et jargons techniques, <strong>Carole Lailler, nous apprend dans sa conf\u00e9rence comment on d\u00e9code et on adapte ces flux pour les transformer en suite de mots qui vont coller \u00e0 la r\u00e9alit\u00e9 des usages.<\/strong><\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2 dir=\"ltr\"><span style=\"color: #943b44;\"><strong>Talk business &#8211; L&rsquo;analyse conjointe : l&rsquo;IA au service du marketing<\/strong><\/span><\/h2>\n<p dir=\"ltr\"><em>With <a href=\"https:\/\/www.linkedin.com\/in\/martin-m%C3%BCller-31210b101\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Martin M\u00fcller<\/span>, <\/a>Lead Data Scientist chez <a href=\"https:\/\/www.sicara.fr\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Sicara<\/span><\/a>.<\/em><\/p>\n<p>Comment <strong>l\u2019IA peut aider \u00e0 mesurer les performances de campagnes marketing ?<\/strong> Peut-on d\u00e9terminer l\u2019impact de chacun des emails envoy\u00e9s aux prospects par rapport aux ventes engendr\u00e9es ? Aujourd\u2019hui on veut absolument mettre l\u2019IA et sa puissance d\u2019analyse au service des p\u00f4les data-driven de l\u2019entreprise, mais un probl\u00e8me se pose : la machine ne comprend qu\u2019une chose, les donn\u00e9es chiffr\u00e9es.<\/p>\n<p>C\u2019est pourquoi en mutualisant les expertises du service marketing, Martin M\u00fcller, explique qu\u2019il a pu formaliser un tableau complexe avec des crit\u00e8res consid\u00e9r\u00e9s comme d\u00e9clencheurs d\u2019achats. N\u00e9anmoins, les donn\u00e9es n\u2019\u00e9taient toujours pas exploitables, car bien trop compliqu\u00e9es \u00e0 corr\u00e9ler directement \u00e0 des achats d\u2019une part et d\u2019autre part, car&nbsp;les experts marketing n\u2019\u00e9taient pas unanimes quant \u00e0 la valeur de chaque action (mail, clic,&#8230;) amenant \u00e0 la d\u00e9cision d\u2019achat.<\/p>\n<p><a href=\"https:\/\/golem.ai\/fr\/ressources\/\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-12234 aligncenter\" src=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus.png\" sizes=\"(max-width: 480px) 100vw, 480px\" srcset=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus-300x169.png 300w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus-768x432.png 768w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus-18x10.png 18w, https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2022\/03\/26173514\/Contenus.png 960w\" alt=\"\" width=\"480\" height=\"270\"><\/a><\/p>\n<p><strong>C\u2019est tout le principe de l\u2019analyse conjointe : transformer un probl\u00e8me complexe en une multitude de probl\u00e8mes plus simples<\/strong>. Une fois les probl\u00e8mes d\u00e9cortiqu\u00e9s et gr\u00e2ce aux expertises m\u00e9tiers, Martin M\u00fcller a pu identifier les caract\u00e9ristiques cl\u00e9s d\u2019un mail performant et leur&nbsp;attribuer des valeurs &#8211; ou plut\u00f4t un poids. C\u2019est ainsi qu\u2019apr\u00e8s avoir impl\u00e9ment\u00e9 ces valeurs dans son l\u2019algorithme,<strong> il a \u00e9t\u00e9 capable d\u2019attribuer des scores des performances des mails marketing, et surtout de pouvoir les comparer les uns aux autres<\/strong>.<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"fr\">Quelles sont les caract\u00e9ristiques des mails <a href=\"https:\/\/twitter.com\/hashtag\/marketing?src=hash&amp;ref_src=twsrc%5Etfw\">#marketing<\/a> les plus performantes ? La solution ? L&rsquo;analyse conjointe : une m\u00e9thode qui permet de transformer un probl\u00e8me complexe en plein de probl\u00e8mes simples <a href=\"https:\/\/twitter.com\/hashtag\/IA?src=hash&amp;ref_src=twsrc%5Etfw\">#IA<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/AISociety?src=hash&amp;ref_src=twsrc%5Etfw\">#AISociety<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/emailing?src=hash&amp;ref_src=twsrc%5Etfw\">#emailing<\/a> <a href=\"https:\/\/t.co\/QhwEKMGlos\">pic.twitter.com\/QhwEKMGlos<\/a><\/p>\n<p>\u2014 AI &amp; Society (@ai_society_fr) <a href=\"https:\/\/twitter.com\/ai_society_fr\/status\/1082348892040118280?ref_src=twsrc%5Etfw\">January 7, 2019<\/a><\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<blockquote class=\"twitter-tweet\" data-lang=\"fr\"><p><strong>L\u2019analyse conjointe permet donc de r\u00e9soudre 2 probl\u00e8mes<\/strong> : <strong>mesurer la performance d\u2019un email marketing<\/strong> et la contribution d\u2019un email sp\u00e9cifique sur une vente, mais aussi de t<strong>rancher, gr\u00e2ce \u00e0 des chiffres, des d\u00e9bats d\u2019experts<\/strong> infinis gr\u00e2ce \u00e0 l\u2019agr\u00e9gation des avis de chacun.<\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<h2 dir=\"ltr\"><span style=\"color: #943b44;\"><strong>Talk soci\u00e9t\u00e9 \u2013 Deep learning, fake news et alt\u00e9ration de la r\u00e9alit\u00e9<\/strong><\/span><\/h2>\n<p dir=\"ltr\"><em>With <a href=\"https:\/\/www.linkedin.com\/in\/guillaume-hochard-phd-5580589\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Guillaume Hochard<\/span><\/a>, Senior Data Scientist chez <a href=\"https:\/\/www.quantmetry.com\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #e27e5a;\">Quantmetry<\/span><\/a>.<\/em><\/p>\n<p>\u00c0 travers l\u2019exemple d\u2019une vid\u00e9o de Barack Obama cr\u00e9\u00e9e gr\u00e2ce l\u2019intelligence artificielle par Jordan Peele, Guillaume Hochard nous met en garde sur <strong>les dangers de la d\u00e9sinformation et d\u2019alt\u00e9ration de la v\u00e9rit\u00e9, on parle de \u201cdeep fake\u201d ou encore de \u201cfake news\u201d<\/strong>.<\/p>\n<p>La technologie d\u2019intelligence artificielle du deep learning, de plus en plus pr\u00e9sente, va avoir <strong>un impact sur notre exp\u00e9rience au r\u00e9el, elle va alt\u00e9rer notre perception du r\u00e9el<\/strong>. La manipulation d\u2019image est pr\u00e9sente depuis la cr\u00e9ation de la photographie et a d\u00e9j\u00e0 \u00e9t\u00e9 <strong>utilis\u00e9e depuis des ann\u00e9es pour manipuler les foules. En particulier au XX\u00e8 si\u00e8cle, o\u00f9 les photos sont devenues des outils de propagande<\/strong>, et les exemples remontent \u00e0 loin, avec des images trafiqu\u00e9es de Staline et Nicola\u00ef Lejov en 1930, ou plus r\u00e9cemment les photos de Rachida Dati retouch\u00e9es sans sa bague tr\u00e8s on\u00e9reuse dans la presse.<\/p>\n<blockquote class=\"twitter-tweet\">\n<p dir=\"ltr\" lang=\"fr\">La manipulation d\u2019images : une longue histoire racont\u00e9e par Guillaume Hochard <a href=\"https:\/\/twitter.com\/Quantmetry?ref_src=twsrc%5Etfw\">@Quantmetry<\/a><br \/>\nCC <a href=\"https:\/\/twitter.com\/ai_society_fr?ref_src=twsrc%5Etfw\">@ai_society_fr<\/a> <a href=\"https:\/\/twitter.com\/hashtag\/AISociety?src=hash&amp;ref_src=twsrc%5Etfw\">#AISociety<\/a> <a href=\"https:\/\/t.co\/w7P4Aq7B9r\">pic.twitter.com\/w7P4Aq7B9r<\/a><\/p>\n<p>\u2014 Bertrand Espitalier (@bertrand2007) <a href=\"https:\/\/twitter.com\/bertrand2007\/status\/1082352606452826113?ref_src=twsrc%5Etfw\">January 7, 2019<\/a><\/p><\/blockquote>\n<blockquote class=\"twitter-tweet\"><p>Aujourd\u2019hui, le deep learning est tellement abouti, qu\u2019<strong>on peut recr\u00e9er des sc\u00e8nes au cin\u00e9ma avec des acteurs morts<\/strong>, comme la princesse Leia dans le film de la saga Star Wars : Rogue One.<\/p>\n<p>Mais l\u00e0 o\u00f9 la distorsion de la r\u00e9alit\u00e9 devient grave et dangereuse, c\u2019est quand <strong>ces technologies oeuvrent au service de la d\u00e9sinformation et de la censure<\/strong>. Pendant la p\u00e9riode de revendications des gilets jaunes, par exemple, dans les journaux d\u2019information \u00e0 la t\u00e9l\u00e9 certaines pancartes ont \u00e9t\u00e9 trafiqu\u00e9es pour \u00f4ter des mots disgracieux au sujet du pr\u00e9sident de la R\u00e9publique. <strong>Depuis 2017, on est m\u00eame capable d\u2019\u00e9changer des visages sur des vid\u00e9os on parle de \u201cface swap\u201d<\/strong>.<\/p>\n<p>Dans un monde, o\u00f9 la technologie permet de cr\u00e9er tout et n\u2019importe quoi, et d\u2019alt\u00e9rer le r\u00e9el, <strong>Guillaume Hochard nous met en garde : voir quelque chose que \u00e7a soit une vid\u00e9o ou une photo, ne servira plus de preuve \u00e0 rien<\/strong>. On parle dans ce cas de l\u2019all\u00e9gorie de la caverne : \u201cNous sommes prisonniers de nos jugements, de nos fausses id\u00e9es re\u00e7ues, de nos croyances\u2026 cela nous emp\u00eache de vivre dans la r\u00e9alit\u00e9 puisque ce que nous croyons savoir est faux, notre rapport avec le r\u00e9el est donc compl\u00e8tement erron\u00e9\u201d.<\/p>\n<p>Guillaume Hochard conclut en nous <strong>donnant une liste des questions \u00e0 se poser pour identifier des fake news ou des deep fakes<\/strong> :<\/p>\n<p>&#8211; Quelle est la source ? Qui est l\u2019auteur ? Y a-t-il d\u2019autres sources ?<br \/>\n&#8211; Qu\u2019il y a-t-il au-del\u00e0 du titre ? Quand est-ce que cela a \u00e9t\u00e9 publi\u00e9 ?<br \/>\n&#8211; Est-ce que ce serait de l\u2019humour ?<br \/>\n&#8211; Quels sont mes pr\u00e9jug\u00e9s ? Et qu\u2019en disent les experts ?<\/p><\/blockquote>\n<p><script async=\"\" src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>\n<p>Retrouvez-nous pour notre prochain AI&amp;Society sur notre page <a href=\"https:\/\/www.meetup.com\/fr-FR\/AI-and-society\/\" target=\"_blank\" rel=\"noopener\"><span style=\"color: #ea7e58;\">Meetup.<\/span><\/a><\/p>\n<!-- AddThis Advanced Settings generic via filter on the_content --><!-- AddThis Share Buttons generic via filter on the_content -->","protected":false},"excerpt":{"rendered":"<p>Retour sur l\u2019\u00e9dition de Janvier d\u2019AI &#038; Society ! Au programme :  reconnaissance vocale, analyse conjointe et deepfake.<!-- AddThis Advanced Settings generic via filter on get_the_excerpt --><!-- AddThis Share Buttons generic via filter on get_the_excerpt --><\/p>","protected":false},"author":1,"featured_media":7877,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[68,33],"tags":[],"class_list":["post-7875","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-ai-and-society"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI &amp; Society Janvier 2019 : d\u00e9couvrez les r\u00e9sum\u00e9s des interventions de Carole Lailler, Martin M\u00fcller et de Guillaume Hochard.<\/title>\n<meta name=\"description\" content=\"Revivez AI &amp; Society de Janvier avec Carole Lailler sur la reconnaissance vocale, Martin M\u00fcller sur l\u2019analyse conjointe et de Guillaume Hochard sur les deepfake et fake news.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/miralia.ai\/en\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI &amp; Society Janvier 2019 : d\u00e9couvrez les r\u00e9sum\u00e9s des interventions de Carole Lailler, Martin M\u00fcller et de Guillaume Hochard.\" \/>\n<meta property=\"og:description\" content=\"Revivez AI &amp; Society de Janvier avec Carole Lailler sur la reconnaissance vocale, Martin M\u00fcller sur l\u2019analyse conjointe et de Guillaume Hochard sur les deepfake et fake news.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/miralia.ai\/en\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\/\" \/>\n<meta property=\"og:site_name\" content=\"Miralia.ai\" \/>\n<meta property=\"article:published_time\" content=\"2019-02-28T13:07:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-04-22T10:20:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2021\/09\/16143550\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1\" \/>\n\t<meta property=\"og:image:height\" content=\"1\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Miralia\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@miralia_ai\" \/>\n<meta name=\"twitter:site\" content=\"@miralia_ai\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\"},\"author\":{\"name\":\"Miralia\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#\\\/schema\\\/person\\\/fea78d2bd9fe528e64a212f60e7bc474\"},\"headline\":\"AI &#038; Society #11 Janvier 2019\",\"datePublished\":\"2019-02-28T13:07:50+00:00\",\"dateModified\":\"2022-04-22T10:20:02+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\"},\"wordCount\":1152,\"publisher\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/16143550\\\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png\",\"articleSection\":[\"Blog\",\"Ev\u00e9nements\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\",\"url\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\",\"name\":\"AI & Society Janvier 2019 : d\u00e9couvrez les r\u00e9sum\u00e9s des interventions de Carole Lailler, Martin M\u00fcller et de Guillaume Hochard.\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/16143550\\\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png\",\"datePublished\":\"2019-02-28T13:07:50+00:00\",\"dateModified\":\"2022-04-22T10:20:02+00:00\",\"description\":\"Revivez AI & Society de Janvier avec Carole Lailler sur la reconnaissance vocale, Martin M\u00fcller sur l\u2019analyse conjointe et de Guillaume Hochard sur les deepfake et fake news.\",\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/blog\\\/ai-and-society\\\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage\",\"url\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/16143550\\\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png\",\"contentUrl\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2021\\\/09\\\/16143550\\\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/\",\"name\":\"Miralia.ai\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#organization\",\"name\":\"Miralia\",\"url\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/07142128\\\/Logo-Miralia.png\",\"contentUrl\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2026\\\/01\\\/07142128\\\/Logo-Miralia.png\",\"width\":1061,\"height\":211,\"caption\":\"Miralia\"},\"image\":{\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/x.com\\\/miralia_ai\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/miralia\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/miralia.ai\\\/fr\\\/#\\\/schema\\\/person\\\/fea78d2bd9fe528e64a212f60e7bc474\",\"name\":\"Miralia\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/03120340\\\/M-noir.png\",\"url\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/03120340\\\/M-noir.png\",\"contentUrl\":\"https:\\\/\\\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/03120340\\\/M-noir.png\",\"caption\":\"Miralia\"},\"sameAs\":[\"http:\\\/\\\/c68f3497-cc94-4d4c-ae55-e83783631a1f.pub.instances.scw.cloud\"],\"url\":\"https:\\\/\\\/miralia.ai\\\/en\\\/auteur\\\/vitrine\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI & Society Janvier 2019 : d\u00e9couvrez les r\u00e9sum\u00e9s des interventions de Carole Lailler, Martin M\u00fcller et de Guillaume Hochard.","description":"Revivez AI & Society de Janvier avec Carole Lailler sur la reconnaissance vocale, Martin M\u00fcller sur l\u2019analyse conjointe et de Guillaume Hochard sur les deepfake et fake news.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/miralia.ai\/en\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\/","og_locale":"en_US","og_type":"article","og_title":"AI & Society Janvier 2019 : d\u00e9couvrez les r\u00e9sum\u00e9s des interventions de Carole Lailler, Martin M\u00fcller et de Guillaume Hochard.","og_description":"Revivez AI & Society de Janvier avec Carole Lailler sur la reconnaissance vocale, Martin M\u00fcller sur l\u2019analyse conjointe et de Guillaume Hochard sur les deepfake et fake news.","og_url":"https:\/\/miralia.ai\/en\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake\/","og_site_name":"Miralia.ai","article_published_time":"2019-02-28T13:07:50+00:00","article_modified_time":"2022-04-22T10:20:02+00:00","og_image":[{"url":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2021\/09\/16143550\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png","width":1,"height":1,"type":"image\/png"}],"author":"Miralia","twitter_card":"summary_large_image","twitter_creator":"@miralia_ai","twitter_site":"@miralia_ai","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#article","isPartOf":{"@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake"},"author":{"name":"Miralia","@id":"https:\/\/miralia.ai\/fr\/#\/schema\/person\/fea78d2bd9fe528e64a212f60e7bc474"},"headline":"AI &#038; Society #11 Janvier 2019","datePublished":"2019-02-28T13:07:50+00:00","dateModified":"2022-04-22T10:20:02+00:00","mainEntityOfPage":{"@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake"},"wordCount":1152,"publisher":{"@id":"https:\/\/miralia.ai\/fr\/#organization"},"image":{"@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage"},"thumbnailUrl":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2021\/09\/16143550\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png","articleSection":["Blog","Ev\u00e9nements"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake","url":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake","name":"AI & Society Janvier 2019 : d\u00e9couvrez les r\u00e9sum\u00e9s des interventions de Carole Lailler, Martin M\u00fcller et de Guillaume Hochard.","isPartOf":{"@id":"https:\/\/miralia.ai\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage"},"image":{"@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage"},"thumbnailUrl":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2021\/09\/16143550\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png","datePublished":"2019-02-28T13:07:50+00:00","dateModified":"2022-04-22T10:20:02+00:00","description":"Revivez AI & Society de Janvier avec Carole Lailler sur la reconnaissance vocale, Martin M\u00fcller sur l\u2019analyse conjointe et de Guillaume Hochard sur les deepfake et fake news.","inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/miralia.ai\/blog\/ai-and-society\/ai-society-reconnaissance-vocale-analyse-conjointe-deepfake#primaryimage","url":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2021\/09\/16143550\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png","contentUrl":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2021\/09\/16143550\/e46a4f83e781a4441192bd804e8d1232aafca16a-1.png"},{"@type":"WebSite","@id":"https:\/\/miralia.ai\/fr\/#website","url":"https:\/\/miralia.ai\/fr\/","name":"Miralia.ai","description":"","publisher":{"@id":"https:\/\/miralia.ai\/fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/miralia.ai\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/miralia.ai\/fr\/#organization","name":"Miralia","url":"https:\/\/miralia.ai\/fr\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/miralia.ai\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/07142128\/Logo-Miralia.png","contentUrl":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2026\/01\/07142128\/Logo-Miralia.png","width":1061,"height":211,"caption":"Miralia"},"image":{"@id":"https:\/\/miralia.ai\/fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/miralia_ai","https:\/\/www.linkedin.com\/company\/miralia\/"]},{"@type":"Person","@id":"https:\/\/miralia.ai\/fr\/#\/schema\/person\/fea78d2bd9fe528e64a212f60e7bc474","name":"Miralia","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/03120340\/M-noir.png","url":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/03120340\/M-noir.png","contentUrl":"https:\/\/golem-ai-website-wordpress-prod.s3.fr-par.scw.cloud\/wp-content\/uploads\/2025\/11\/03120340\/M-noir.png","caption":"Miralia"},"sameAs":["http:\/\/c68f3497-cc94-4d4c-ae55-e83783631a1f.pub.instances.scw.cloud"],"url":"https:\/\/miralia.ai\/en\/auteur\/vitrine"}]}},"_links":{"self":[{"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/posts\/7875","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/comments?post=7875"}],"version-history":[{"count":4,"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/posts\/7875\/revisions"}],"predecessor-version":[{"id":13469,"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/posts\/7875\/revisions\/13469"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/media\/7877"}],"wp:attachment":[{"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/media?parent=7875"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/categories?post=7875"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/miralia.ai\/en\/wp-json\/wp\/v2\/tags?post=7875"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}