{"id":530016,"date":"2023-12-06T09:41:01","date_gmt":"2023-12-06T08:41:01","guid":{"rendered":"https:\/\/www.capgemini.com\/se-en\/?post_type=story&#038;p=530016"},"modified":"2025-03-17T13:48:12","modified_gmt":"2025-03-17T12:48:12","slug":"catching-the-ai-bug","status":"publish","type":"story","link":"https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/catching-the-ai-bug\/","title":{"rendered":"Catching the AI bug"},"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;:383,&quot;primaryTag&quot;:&quot;Future-shaping projects&quot;,&quot;primaryTagSlug&quot;:&quot;future-shaping-projects&quot;,&quot;blockId&quot;:&quot;6ce8f82e-001b-4759-8a1c-076a810d94b2&quot;}\"><div class=\"hero-image d-block \"><picture><source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png?w=2880&amp;quality=70 1x, https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png?w=2880&amp;quality=70 2x\" media=\"(min-width: 1500px)\"\/><source srcset=\"https:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png?w=1440&amp;quality=70 1x, https:\/\/prod.ucwe.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:\/\/prod.ucwe.capgemini.com\/wp-content\/uploads\/2023\/11\/VI-2.png\" alt=\"VI 2\"\/><\/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\">Catching the AI bug<\/h1><p class=\"description\">Identifying insects through AI-driven audio analysis<\/p><\/div><\/div><\/div><\/div><\/div><\/div><div class=\"modal fade ytmodal\" id=\"videoModal6ce8f82e-001b-4759-8a1c-076a810d94b2\" 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\/se-en\/news\/inside-stories\/catching-the-ai-bug\/\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-fb\"><\/i><span class=\"sr-only\">Facebook<\/span><\/a><\/li><li class=\"ip-order-tw\"><a href=\"https:\/\/twitter.com\/intent\/tweet?url=https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/catching-the-ai-bug\/&amp;text=Catching the AI bug\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><i aria-hidden=\"true\" class=\"icon-tw\"><\/i><span class=\"sr-only\">Twitter<\/span><\/a><\/li><li class=\"ip-order-li\"><a href=\"https:\/\/www.linkedin.com\/sharing\/share-offsite\/?url=https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/catching-the-ai-bug\/&amp;text=Catching the AI bug\" target=\"_blank\" rel=\"noopener noreferrer\" title=\"opens in a new window\"><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\">The winners of the Global Data Science Challenge 2023 share their experiences of the competition, which involved developing an AI-driven model to identify insect sounds.<\/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>You\u2019re standing in the middle of a forest. Close your eyes: what do you hear? Leaves rustling in the wind, birdsong\u2026 the chirruping of tiny wings vibrating at impossible speeds. It might be nature\u2019s own heartbeat.<\/p>\n\n\n\n<p>These diminutive musicians \u2013 insects \u2013 could hold the key to protecting our wild spaces, says Lucas Unterberger, data engineer at ÎÚÑ»´«Ã½\u2019s ÎÚÑ»´«Ã½ &amp; Data team in Austria.<\/p>\n\n\n\n<p>\u201cScientists have found a link between the range of insects present in a given location and the overall biodiversity level of that space,\u201d he explains. \u201cHowever, there are simply not enough trained entomologists out there to classify insects <em>in situ<\/em> on a large scale.\u201d<\/p>\n\n\n\n<p>Could <a href=\"https:\/\/www.capgemini.com\/se-en\/services\/data-and-ai\/\">artificial intelligence and machine learning<\/a> be harnessed to reliably identify insect species through their chirps alone?<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-the-biodiversity-buzz\"><strong>The \u201cBiodiversity Buzz\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>This was the question at the heart of ÎÚÑ»´«Ã½\u2019s Global Data Science Challenge (GDSC) for 2023, which was launched in association with researchers from the Naturalis Biodiversity Center in Leiden, the Netherlands.&nbsp;&nbsp;<\/p>\n\n\n\n<p>Dominik Lemm, a data scientist also based in Austria, and part of the winning team, describes the specific task: \u201cThe competing teams were asked to design a model that could accurately classify audio recordings of cicada and grasshopper \u2018chirps\u2019 into one of 66 sub-species. The team with the highest identification rate would be the winner.\u201d<\/p>\n\n\n\n<p>According to Dominik, this is just one small step towards a larger goal: helping the Naturalis researchers develop an economically viable system for identifying different types of insects through the analysis of audio files recorded by microphones placed in outdoor environments.<\/p>\n\n\n\n<p>\u201cIf scientists can identify insect species quickly using AI, they will be able to monitor an area\u2019s biodiversity rating, giving a boost to global conservation efforts,\u201d he explains.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Data scientists, assemble!<\/strong><\/h3>\n\n\n\n<p>Once again, the GDSC received huge interest from ÎÚÑ»´«Ã½ colleagues around the world. Lucas, who had previously entered, says the number of participants rocketed from a few hundred to more than a thousand. \u201cWith so much international competition, it\u2019s incredibly tough to win. But it\u2019s the perfect opportunity to learn new skills and technologies,\u201d he says.<\/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>When this year\u2019s event was announced, he rapidly assembled a \u201cdream team,\u201d which, as well as Dominik, included Raffaela Heily, a mathematician and data scientist, and Lukas Kemetinger, who participated as a student consultant with a focus on AI.<\/p>\n\n\n\n<p>Dominik, with a background in machine learning research, found himself recruited almost as soon as he joined the company. \u201cIt might have been my first day when Lucas asked me if I knew anything about audio machine learning. I was fascinated by the challenge and keen to dive right into the topic.\u201d&nbsp;<\/p>\n\n\n\n<p>With Lucas acting as project manager \u00ad\u2013 a new experience for him \u2013 the team quickly divided responsibilities between them, focusing on their specialisms, and scheduled weekly meetings to discuss ideas and progress.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>A winning formula<\/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>\u201cThe Naturalis team had prepared the dataset for us,\u201d says Dominik. \u201cBut it was up to us to find the best way to process it. Under the rules, we were able to draw on resources from Amazon Web Services (AWS), worth up to $100 per week, to hone our models.\u201d<\/p>\n\n\n\n<p>The team\u2019s strategy of establishing a prototype as quickly as possible seemed to pay off. \u201cAfter Lucas mentioned the idea of insect sounds, I started reading up on the literature and considering possible approaches,\u201d he says. \u201cAfter the second or third week, we had a model that was working quite well, which left us time for fine-tuning.\u201d<\/p>\n\n\n\n<p>The fact they were all working in the Vienna office also gave them an edge. \u201cWe communicated and harmonized really effectively,\u201d confirms Lukas. \u201cFor instance, we would discuss the project on Friday evenings over a beer. We had a great rapport and team spirit.\u201d<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Positive AI<\/strong><\/h3>\n\n\n\n<p>While their solution is currently restricted to cicada and grasshopper identification, it might one day be expanded to identify almost any insect or animal sound. \u201cAs part of the prize, we\u2019re planning a trip to the Netherlands to meet the Naturalis scientists and discuss how to take our model to the next level,\u201d says Lucas.<\/p>\n\n\n\n<p>And this is really the point of the GDSC \u2013 bridging the gap between scientific research and industry, focusing the brightest data science minds in the world intensely on a single social or environmental problem. \u201cIt\u2019s a wonderful way to fast-track <a href=\"https:\/\/www.capgemini.com\/se-en\/services\/sustainability\/\">innovation<\/a> in the area of <a href=\"https:\/\/www.capgemini.com\/se-en\/services\/sustainability\/\">sustainability<\/a>, and a clear demonstration of the advantages machine learning can bring to biodiversity challenges,\u201d says Lucas. \u201cWith so much uncertainty around AI, it\u2019s great to show how this technology could shape a better future \u2013 for people and the planet.\u201d<\/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\">Hear the Biodiversity Buzz<\/h4><div class=\"video-info\"><p data-maxlength=\"68\">Protecting insect biodiversity through Data and AI<\/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\">Inside stories<\/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=\"https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/undersea-intelligence\/\" aria-label=\"Undersea intelligence\" 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=\"https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/undersea-intelligence\/\" aria-label=\"Undersea intelligence\" http:\/\/target=_blank>\n\t\t\t\t\t\t\t\t\t<h3 class=\"story-subtitle\">Undersea intelligence<\/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=\"https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/code-for-a-cure\/\"  aria-label=\"Code for cure\" 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=\"https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/code-for-a-cure\/\"  aria-label=\"Code for cure\">\n\t\t\t\t\t\t\t\t<h3 class=\"story-subtitle\">Code for cure<\/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=\"https:\/\/www.capgemini.com\/se-en\/news\/inside-stories\/smarter-farming\/\"  aria-label=\"Smart farming\" 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%; 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Augment intelligence. Amplify outcomes.\" style=\"white-space: pre-wrap;\">Activate data. Augment intelligence. Amplify outcomes.<\/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=\"Learn more about DATA AND ARTIFICIAL INTELLIGENCE\" title=\"Opens in new window\" tabindex=\"0\" href=\"https:\/\/www.capgemini.com\/se-en\/services\/data-and-ai\/\"\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\tLearn more\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":530017,"template":"","meta":{"cg_dt_proposed_to":[],"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":false,"footnotes":"","featured_focal_points":"","gsap_animation":0},"tags":[],"story-theme":[383],"class_list":["post-530016","story","type-story","status-publish","has-post-thumbnail","hentry","story-theme-future-shaping-projects"],"yoast_head":"<!-- This site is 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