{"id":518938,"date":"2023-12-27T10:10:18","date_gmt":"2023-12-27T10:10:18","guid":{"rendered":"https:\/\/www.capgemini.com\/mx-es\/?post_type=story&#038;p=518938"},"modified":"2025-04-03T19:47:40","modified_gmt":"2025-04-03T19:47:40","slug":"detectando-el-error-de-la-ia","status":"publish","type":"story","link":"https:\/\/www.capgemini.com\/mx-es\/news\/inside-stories\/detectando-el-error-de-la-ia\/","title":{"rendered":"Detectando el error de la IA"},"content":{"rendered":"\n<div class=\"wp-block-cg-blocks-hero-bleed-banner undefined\"><div class=\"hero-bleed-mp-banner undefined no-overlay  is-image has-card \" data-hero-bleed-attributes=\"{&quot;authorName&quot;:null,&quot;authorImgURL&quot;:&quot;\/wp-content\/themes\/capgemini2020\/assets\/images\/mockup.png&quot;,&quot;cglogo&quot;:&quot;&quot;,&quot;showHeroCard&quot;:true,&quot;isLongTitle&quot;:false,&quot;showCareerFields&quot;:false,&quot;careerFormActionLink&quot;:&quot;&quot;,&quot;isCareerSearchBtnOpenNewTab&quot;:false,&quot;heroImgURL&quot;:&quot;https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png&quot;,&quot;heroImgID&quot;:972392,&quot;heroImgPosX&quot;:0.5,&quot;heroImgPosY&quot;:0.5,&quot;heroTabImgURL&quot;:null,&quot;heroTabImgPosX&quot;:0.5,&quot;heroTabImgPosY&quot;:0.5,&quot;heroMobImgURL&quot;:null,&quot;heroMobImgPosX&quot;:0.5,&quot;heroMobImgPosY&quot;:0.5,&quot;isHeroMediaFullScreen&quot;:false,&quot;heroMediaType&quot;:&quot;image&quot;,&quot;heroVideoColor&quot;:&quot;light&quot;,&quot;navMenuTextColor&quot;:&quot;black&quot;,&quot;navMenuPosition&quot;:&quot;no-overlay&quot;,&quot;isHomePage&quot;:false,&quot;showBrandLogoImg&quot;:true,&quot;enableVideoCTA&quot;:false,&quot;videoCTAOpenInNewTab&quot;:false,&quot;enableVideoAutoplay&quot;:true,&quot;termId&quot;:392,&quot;primaryTag&quot;:&quot;Future-shaping 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class=\"content-box-wrapper\"><div class=\"content-box is-short centralized\"><span class=\"title-tag story-title-tag\">Future-shaping projects<\/span><h1 class=\"title\">Detectando el error de la IA<\/h1><p class=\"description\">Identificaci\u00f3n de insectos mediante an\u00e1lisis de audio impulsado por IA<\/p><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"modal fade ytmodal\" id=\"videoModal17d4fec9-710b-4266-9d41-5683e4f6481b\" tabindex=\"-1\" role=\"dialog\" aria-labelledby=\"videoModalLabel\" aria-hidden=\"true\"><div class=\"modal-dialog modal-dialog-centered modal-lg\"><div class=\"modal-content\"><button type=\"button\" class=\"close\" data-bs-dismiss=\"modal\" aria-label=\"Close\"><span aria-hidden=\"true\">\u00d7<\/span><\/button><div class=\"modal-body\"><div class=\"ratio ratio-16x9\"><div class=\"embed-responsive embed-responsive-16by9\"><iframe class=\"embed-responsive-item\" src=\"\" id=\"video\" allowscriptaccess=\"always\" allow=\"autoplay\"><\/iframe><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n\n\n\n<section class=\"wp-block-cg-blocks-intro-para undefined section section--intro\"><div class=\"intro-para\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-1\"><nav class=\"article-social\"><ul class=\"social-nav\"><li class=\"ip-order-fb\"><a href=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https:\/\/www.capgemini.com\/mx-es\/news\/inside-stories\/detectando-el-error-de-la-ia\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"abrir en una nueva ventana\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/www.capgemini.com\/mx-es\/news\/inside-stories\/detectando-el-error-de-la-ia\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"abrir en una nueva ventana\"><i aria-hidden=\"true\" class=\"icon-li\"><\/i><span class=\"sr-only\">Linkedin<\/span><\/a><\/li><\/ul><\/nav><\/div><div class=\"col-12 col-md-11 col-lg-10\"><h2 class=\"intro-para-title\">Los ganadores del Global Data Science Challenge 2023 comparten sus experiencias en la competencia, que implic\u00f3 el desarrollo de un modelo impulsado por inteligencia artificial para identificar sonidos de insectos.<\/h2><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-group undefined section section--article-content\"><div class=\"article-main-content\"><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-11 col-lg-10 offset-md-1 offset-lg-1\"><div class=\"article-text article-quote-text\">\n<figure class=\"wp-block-image alignleft size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/biodiversity2.jpg?w=269\" alt=\"\" class=\"wp-image-972494\" style=\"aspect-ratio:1;object-fit:contain\"\/><\/figure>\n\n\n\n<p>Est\u00e1s parado en medio de un bosque. Cierra los ojos: \u00bfqu\u00e9 oyes? Hojas susurrando con el viento, cantos de p\u00e1jaros\u2026 el chirrido de diminutas alas vibrando a velocidades imposibles. Podr\u00eda ser el latido del coraz\u00f3n de la naturaleza.<\/p>\n\n\n\n<p>Estos diminutos m\u00fasicos (insectos) podr\u00edan ser la clave para proteger nuestros espacios salvajes, dice Lucas Unterberger, ingeniero de datos del equipo ÎÚÑ»´«Ã½ &amp; Data de ÎÚÑ»´«Ã½ en Austria.<\/p>\n\n\n\n<p>&#8220;Los cient\u00edficos han encontrado un v\u00ednculo entre la variedad de insectos presentes en un lugar determinado y el nivel general de biodiversidad de ese espacio&#8221;, explica. &#8220;Sin embargo, simplemente no hay suficientes entom\u00f3logos capacitados para clasificar insectos in situ a gran escala&#8221;.<\/p>\n\n\n\n<p>\u00bfSe <a href=\"\/mx-es\/servicios\/datos-e-ia\/ia-generativa\/\">podr\u00edan aprovechar la inteligencia artificial<\/a> y el aprendizaje autom\u00e1tico para identificar de forma fiable especies de insectos \u00fanicamente a trav\u00e9s de sus chirridos?<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-el-rumor-de-la-biodiversidad\"><strong>El \u201crumor de la biodiversidad\u201d<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image alignright size-medium is-resized\"><img decoding=\"async\" src=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/IMG-20231105-WA0000-edited.jpg?w=300\" alt=\"\" class=\"wp-image-972467\" style=\"aspect-ratio:1.0033444816053512;width:337px;height:auto\"\/><\/figure>\n\n\n\n<p>Esta fue la pregunta central del Global Data Science Challenge (GDSC) de ÎÚÑ»´«Ã½ para 2023, que se lanz\u00f3 en asociaci\u00f3n con investigadores del Centro de Biodiversidad Naturalis en Leiden, Pa\u00edses Bajos.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Dominik Lemm, cient\u00edfico de datos tambi\u00e9n radicado en Austria y parte del equipo ganador, describe la tarea espec\u00edfica: \u201cSe pidi\u00f3 a los equipos competidores que dise\u00f1aran un modelo que pudiera clasificar con precisi\u00f3n las grabaciones de audio de los &#8216;chirridos&#8217; de cigarras y saltamontes en uno de 66 subespecie. El equipo con la tasa de identificaci\u00f3n m\u00e1s alta ser\u00eda el ganador\u201d.<\/p>\n\n\n\n<p>Seg\u00fan Dominik, este es s\u00f3lo un peque\u00f1o paso hacia un objetivo m\u00e1s amplio: ayudar a los investigadores de Naturalis a desarrollar un sistema econ\u00f3micamente viable para identificar diferentes tipos de insectos mediante el an\u00e1lisis de archivos de audio grabados por micr\u00f3fonos colocados en ambientes exteriores.<\/p>\n\n\n\n<p>&#8220;Si los cient\u00edficos pueden identificar especies de insectos r\u00e1pidamente utilizando IA, podr\u00e1n monitorear la calificaci\u00f3n de biodiversidad de un \u00e1rea, dando un impulso a los esfuerzos de conservaci\u00f3n global&#8221;, explica.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u00a1Cient\u00edficos de datos, re\u00fananse!<\/strong><\/h3>\n\n\n\n<p>Una vez m\u00e1s, el GDSC recibi\u00f3 un gran inter\u00e9s por parte de colegas de ÎÚÑ»´«Ã½ de todo el mundo. Lucas, que ya hab\u00eda participado anteriormente, dice que el n\u00famero de participantes se dispar\u00f3 de unos pocos cientos a m\u00e1s de mil. \u201cCon tanta competencia internacional, es incre\u00edblemente dif\u00edcil ganar. Pero es la oportunidad perfecta para aprender nuevas habilidades y tecnolog\u00edas\u201d, afirma.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/biodiversity1.jpg?w=960\" alt=\"\" class=\"wp-image-972481\"\/><\/figure>\n\n\n\n<p>Cuando se anunci\u00f3 el evento de este a\u00f1o, r\u00e1pidamente reuni\u00f3 un \u201cequipo de ensue\u00f1o\u201d, que, adem\u00e1s de Dominik, inclu\u00eda a Raffaela Heily, matem\u00e1tica y cient\u00edfica de datos, y Lukas Kemetinger, quien particip\u00f3 como estudiante consultor con un enfoque en IA.<\/p>\n\n\n\n<p>Dominik, con experiencia en investigaci\u00f3n de aprendizaje autom\u00e1tico, fue contratado casi tan pronto como se uni\u00f3 a la empresa. \u201cQuiz\u00e1s fue mi primer d\u00eda cuando Lucas me pregunt\u00f3 si sab\u00eda algo sobre el aprendizaje autom\u00e1tico de audio. Me fascin\u00f3 el desaf\u00edo y ten\u00eda muchas ganas de sumergirme directamente en el tema\u201d.<\/p>\n\n\n\n<p>Con Lucas actuando como director de proyecto (una experiencia nueva para \u00e9l), el equipo r\u00e1pidamente dividi\u00f3 las responsabilidades entre ellos, centr\u00e1ndose en sus especialidades, y program\u00f3 reuniones semanales para discutir ideas y avances.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Una f\u00f3rmula ganadora<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image alignright size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/Kopie-van-Sampling-veldwerk-Arise-mailaiseval-diopsis.jpg?w=960\" alt=\"\" class=\"wp-image-972482\"\/><\/figure>\n\n\n\n<p>&#8220;El equipo de Naturalis nos prepar\u00f3 el conjunto de datos&#8221;, afirma Dominik. \u201cPero depend\u00eda de nosotros encontrar la mejor manera de procesarlo. Seg\u00fan las reglas, pudimos recurrir a recursos de Amazon Web Services (AWS), por un valor de hasta 100 d\u00f3lares por semana, para perfeccionar nuestros modelos\u201d.<\/p>\n\n\n\n<p>La estrategia del equipo de crear un prototipo lo m\u00e1s r\u00e1pido posible pareci\u00f3 dar sus frutos. &#8220;Despu\u00e9s de que Lucas mencion\u00f3 la idea de los sonidos de los insectos, comenc\u00e9 a leer la literatura y a considerar posibles enfoques&#8221;, dice. &#8220;Despu\u00e9s de la segunda o tercera semana, ten\u00edamos un modelo que funcionaba bastante bien, lo que nos dej\u00f3 tiempo para realizar ajustes&#8221;.<\/p>\n\n\n\n<p>El hecho de que todos trabajaran en la oficina de Viena tambi\u00e9n les dio una ventaja. &#8220;Nos comunicamos y armonizamos de forma muy eficaz&#8221;, confirma Lukas. \u201cPor ejemplo, los viernes por la tarde habl\u00e1bamos del proyecto mientras tom\u00e1bamos una cerveza. Tuvimos una gran relaci\u00f3n y esp\u00edritu de equipo\u201d.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>IA positiva<\/strong><\/h3>\n\n\n\n<p>Si bien su soluci\u00f3n actualmente se limita a la identificaci\u00f3n de cigarras y saltamontes, alg\u00fan d\u00eda podr\u00eda ampliarse para identificar casi cualquier sonido de insecto o animal. &#8220;Como parte del premio, estamos planeando un viaje a los Pa\u00edses Bajos para reunirnos con los cient\u00edficos de Naturalis y discutir c\u00f3mo llevar nuestro modelo al siguiente nivel&#8221;, dice Lucas.<\/p>\n\n\n\n<p>Y este es realmente el objetivo del GDSC: cerrar la brecha entre la investigaci\u00f3n cient\u00edfica y la industria, enfocando intensamente a las mentes cient\u00edficas de datos m\u00e1s brillantes del mundo en un solo problema social o ambiental. &#8220;Es una manera maravillosa de acelerar la <a href=\"https:\/\/www.capgemini.com\/about-us\/who-we-are\/innovation-ecosystem\/\">innovaci\u00f3n <\/a>en el \u00e1rea de la <a href=\"\/mx-es\/servicios\/sostenibilidad\/\">sostenibilidad <\/a>y una clara demostraci\u00f3n de las ventajas que el aprendizaje autom\u00e1tico puede aportar a los desaf\u00edos de la biodiversidad&#8221;, afirma Lucas. &#8220;Con tanta incertidumbre en torno a la IA, es fant\u00e1stico mostrar c\u00f3mo esta tecnolog\u00eda podr\u00eda dar forma a un futuro mejor, para las personas y el planeta&#8221;.<\/p>\n<\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n\n<section class=\"wp-block-cg-blocks-intro-para-video section section--info-2cols section--insights section-video\"><div class=\"bg-color video-align-right\"><div class=\"container\"><div class=\"row video-align-left\"><div class=\"col-md-12\"><div class=\"video-align-left row box box--4 box--mini\"><div class=\"col-md-3\"><h4 data-maxlength=\"34\">Escuche el rumor sobre la biodiver<\/h4><div class=\"video-info\"><p data-maxlength=\"68\">Proteger la biodiversidad de insectos a trav\u00e9s de datos e inteligenc<\/p><\/div><\/div><div class=\"col-md-8 box-img-wrapper\"><div class=\"video-box\"><div class=\"video-wrapper\"><iframe title=\"video-section\" src=\"https:\/\/www.youtube.com\/embed\/KH8-eWucSZc\" frameborder=\"0\" rel=\"0\" allow=\"accelerometer; autoplay; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/div><\/div><\/div><div class=\"col-md-1\"><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n\n\n<section class=\"section latestStoriesBlock \"><div class=\"container\"><div class=\"contentTitle\"><h2 class=\"story-heading\">Historias internas<\/h2><\/div><div class=\"row\">\n\t\t\t\t\t<div class=\"col-md-4 col-lg-8\">\n\t\t\t\t\t\t<div class=\"storyBox \">\n\t\t\t\t\t\t\t<div class=\"imageWrapper focused-image-container\">\n\t\t\t\t\t\t\t\t<a href=\"\/mx-es\/news\/inside-stories\/inteligencia-submarina\/\" aria-label=\"Inteligencia submarina\" http:\/\/target=_blank tabindex=\"-1\">\n\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2021\/11\/ÎÚÑ»´«Ã½_Inside-stories_Undersea-Intelligence.jpg?w=1024&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2021\/11\/ÎÚÑ»´«Ã½_Inside-stories_Undersea-Intelligence.jpg?w=1024&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2021\/11\/ÎÚÑ»´«Ã½_Inside-stories_Undersea-Intelligence.jpg?w=500&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2021\/11\/ÎÚÑ»´«Ã½_Inside-stories_Undersea-Intelligence.jpg\" alt=\"\" style=\"object-position: 0% 0%; object-fit: cover;\" class=\"focused-image\" \/>\n\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"storyInfo\">\n\t\t\t\t\t\t\t\t<span class=\"storyTag\">Future-shaping projects<\/span>\n\t\t\t\t\t\t\t\t<a class=\"storyTitle\" href=\"\/mx-es\/news\/inside-stories\/inteligencia-submarina\/\" aria-label=\"Inteligencia submarina\" http:\/\/target=_blank>\n\t\t\t\t\t\t\t\t\t<h3 class=\"story-subtitle\">Inteligencia submarina<\/h3>\n\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div><div class=\"col-md-8 col-lg-4\"><div class=\"row\"><div class=\"storyBox btmSpaceThreeStory col-lg-12 col-md-6\">\n\t\t\t\t\t\t<div class=\"imageWrapper focused-image-container\">\n\t\t\t\t\t\t\t<a href=\"\/mx-es\/news\/inside-stories\/codigo-para-una-cura\/\"  aria-label=\"C\u00f3digo para curar\" tabindex=\"-1\">\n\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2022\/11\/ÎÚÑ»´«Ã½_inside-stories_Using-AI-to-treat-river-blindness.jpg?w=1024&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2022\/11\/ÎÚÑ»´«Ã½_inside-stories_Using-AI-to-treat-river-blindness.jpg?w=1024&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2022\/11\/ÎÚÑ»´«Ã½_inside-stories_Using-AI-to-treat-river-blindness.jpg?w=500&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2022\/11\/ÎÚÑ»´«Ã½_inside-stories_Using-AI-to-treat-river-blindness.jpg\" alt=\"\" style=\"object-position: 0% 0%; object-fit: cover;\" class=\"focused-image\" \/>\n\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"storyInfo\">\n\t\t\t\t\t\t\t<span class=\"storyTag\">Future-shaping projects<\/span>\n\t\t\t\t\t\t\t<a class=\"storyTitle\" href=\"\/mx-es\/news\/inside-stories\/codigo-para-una-cura\/\"  aria-label=\"C\u00f3digo para curar\">\n\t\t\t\t\t\t\t\t<h3 class=\"story-subtitle\">C\u00f3digo para curar<\/h3>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div><div class=\"storyBox btmSpaceThreeStory col-lg-12 col-md-6\">\n\t\t\t\t\t\t<div class=\"imageWrapper focused-image-container\">\n\t\t\t\t\t\t\t<a href=\"\/mx-es\/news\/inside-stories\/agricultura-inteligente\/\"  aria-label=\"Agricultura inteligente\" tabindex=\"-1\">\n\t\t\t\t\t\t\t\t<picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/06\/Project-FARM-banner.png?w=1024&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 992px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/06\/Project-FARM-banner.png?w=1024&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 768px)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/06\/Project-FARM-banner.png?w=500&#038;quality=70\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\"\/>\n\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/06\/Project-FARM-banner.png\" alt=\"\" style=\"object-position: 0% 0%; object-fit: cover;\" class=\"focused-image\" \/>\n\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<div class=\"storyInfo\">\n\t\t\t\t\t\t\t<span class=\"storyTag\">Future-shaping projects<\/span>\n\t\t\t\t\t\t\t<a class=\"storyTitle\" href=\"\/mx-es\/news\/inside-stories\/agricultura-inteligente\/\"  aria-label=\"Agricultura inteligente\">\n\t\t\t\t\t\t\t\t<h3 class=\"story-subtitle\">Agricultura inteligente<\/h3>\n\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t<p><\/p>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div><\/div><\/div><\/section>\n\n\n\t\t<section class=\"section section--lifeatcap-learning section--event-slider-careerInvent \">\n\n\t\t\t<div class=\"container\">\n\t\t\t\t<div class='career-invent-header'>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"slider slider-fader 37d4e9b0-07d4-4fc8-94b7-0506146c9786\">\n\t\t\t\t\t\t\t\t<div class=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"slide active \">\n\t\t\t\t\t\t\t<div class=\"slide-bg-wrapper wp-block-cg-blocks-career-invent \">\n\t\t\t\t\t\t\t\t<div class=\"bgImagesection\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<div class=\"container slide-info-wrapper\">\n\t\t\t\t\t\t\t\t\t\t<div class=\"row\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 box-inner \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"bgColor\"><\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\" data-maxlength=\"68\" title=\"DATOS E INTELIGENCIA ARTIFICIAL\">DATOS E INTELIGENCIA ARTIFICIAL<\/h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\" title=\"Activar datos. Aumentar la inteligencia. Amplificar los resultados.\" style=\"white-space: pre-wrap;\">Activar datos. Aumentar la inteligencia. Amplificar los resultados.<\/h4>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"btnDiv\"> <a class=\"more2\" data-maxlength=\"24\" aria-label=\"Aprende m\u00e1s about DATOS E INTELIGENCIA ARTIFICIAL\" title=\"Opens in new window\" tabindex=\"0\" href=\"https:\/\/www.capgemini.com\/mx-es\/servicios\/datos-e-ia\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tAprende m\u00e1s\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a> <\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\n\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"col-md-6 col-sm-12 text-right box-img-wrapper escaper 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object-fit: cover;\" alt=\"\" \/>\n\n\t\t\t\t\t\t\t\t\t\t\t\t<\/picture>\n\t\t\t\t\t\t\t\t\t\t\t\t<!-- <img decoding=\"async\" class=\"box-img\" src=\"\"\n\t\t\t\t\t\t\t\t\t\t\tstyle=\"\" alt=\"\"\n\t\t\t\t\t\t\t\t\t\t\/> -->\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div class=\"\"><\/div>\n\t\t\t\t\t\t\t\t<div class=\"slide-reveal\"><\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\n\t\t\t\t<\/div>\n\n\t\t\t\t\n\t\t\t<\/div>\n\n\t\t<\/section>\n\n\t\t","protected":false},"excerpt":{"rendered":"","protected":false},"author":262,"featured_media":518939,"template":"","meta":{"cg_dt_proposed_to":[25],"cg_seo_hreflang_relations":"[]","cg_seo_canonical_relation":"","cg_seo_hreflang_x_default_relation":"{\"uuid\":\"925c785e-7975-4ae5-9d96-934d9f89f80c\",\"blogId\":\"\",\"domain\":\"\",\"sitePath\":\"\",\"postLink\":\"\",\"postId\":null,\"isSaved\":true,\"isCrossLink\":false,\"hasCrossLink\":false}","cg_dt_approved_content":true,"cg_dt_mandatory_content":false,"cg_dt_notes":"","cg_dg_source_changed":true,"cg_dt_link_disabled":true,"footnotes":"","featured_focal_points":"","gsap_animation":0},"tags":[],"story-theme":[392],"class_list":["post-518938","story","type-story","status-publish","has-post-thumbnail","hentry","story-theme-future-shaping-projects"],"yoast_head":"<!-- This site is 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