{"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:\/\/www.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 projects&quot;,&quot;primaryTagSlug&quot;:&quot;future-shaping-projects&quot;,&quot;blockId&quot;:&quot;17d4fec9-710b-4266-9d41-5683e4f6481b&quot;}\"><div class=\"hero-image d-block \"><picture><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png?w=2880&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png?w=1440&amp;quality=70 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png?w=2880&amp;quality=70 2x\" media=\"(min-width: 992px)\"\/><img decoding=\"async\" width=\"100%\" height=\"100%\" src=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png\" alt=\"\"\/><\/picture><\/div><div class=\"header-line hero-bg-shape\"><\/div><div class=\"container\"><div class=\"row\"><div class=\"col-12 col-md-6 col-lg-6\"><div 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:\/\/www.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 Insights &amp; Data de Capgemini 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:\/\/www.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 Capgemini 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 Capgemini 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:\/\/www.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:\/\/www.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:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/11\/Capgemini_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:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/11\/Capgemini_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:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/11\/Capgemini_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:\/\/www.capgemini.com\/wp-content\/uploads\/2021\/11\/Capgemini_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:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/11\/Capgemini_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:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/11\/Capgemini_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:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/11\/Capgemini_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:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/11\/Capgemini_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:\/\/www.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:\/\/www.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:\/\/www.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:\/\/www.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\n\t\t\tclass=\"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\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\n\t\t\t\t\tclass=\"slider-list \">\n\t\t\t\t\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\tclass=\"slide active \">\n\t\t\t\t\t\t\t<div\n\t\t\t\t\t\t\t\tclass=\"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\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3 class=\"explore-header\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"68\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"DATOS E INTELIGENCIA ARTIFICIAL\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tDATOS E INTELIGENCIA ARTIFICIAL\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/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\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tclass=\"box-title \">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h4 data-maxlength=\"144\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Activar datos. Aumentar la inteligencia. Amplificar los resultados.\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"white-space: pre-wrap;\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tActivar datos. Aumentar la inteligencia. Amplificar los resultados.\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/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\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\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tdata-maxlength=\"24\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\taria-label=\"Aprende m\u00e1s sobre DATOS E INTELIGENCIA ARTIFICIAL\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttitle=\"Opens in new window\" tabindex=\"0\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\thref=\"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\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 escaper-right\">\n\t\t\t\t\t\t\t\t\t\t\t\t\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\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 1500px)\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=600&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=1200&amp;quality=90 2x\"\n\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\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=800&amp;quality=90 2x\"\n\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\t<source\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrcset=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=400&amp;quality=90 1x, https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg?w=800&amp;quality=90 2x\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tmedia=\"(min-width: 0)\" \/>\n\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" class=\"box-img\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tsrc=\"https:\/\/www.capgemini.com\/wp-content\/uploads\/2022\/04\/0_1_Header-banner_Eye-lady-e1649075744243.jpg\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\tstyle=\"object-position: 65% 49%; 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=\"\">\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<div 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