{"id":22705,"date":"2025-12-17T07:26:05","date_gmt":"2025-12-17T15:26:05","guid":{"rendered":"https:\/\/unlocked.microsoft.com\/?post_type=stories&#038;p=22705"},"modified":"2026-04-17T09:34:47","modified_gmt":"2026-04-17T16:34:47","slug":"ymparistonsa-hoitajat","status":"publish","type":"stories","link":"https:\/\/unlocked.microsoft.com\/fi\/ymparistonsa-hoitajat\/","title":{"rendered":"Ymp\u00e4rist\u00f6ns\u00e4 hoitajat"},"content":{"rendered":"\n<style>\n[data-theme=analogous-dark-red-orange] {\n    --theme-text: #fbee99;\n    --theme-text-secondary: #fbee99;\n    --theme-text-tertiary: #fbee99;\n    --theme-button: #fbee99;\n    --theme-filter: #fbee99;\n    --theme-focus: #fbee99;\n    --theme-overlay-text: #fbee99;\n    --theme-overlay-text-secondary: #fbee99;\n    --theme-overlay-button: #fbee99;\n    --theme-overlay-focus: #fbee99;\n}\n<\/style>\n\n\n\n    <div id=\"block_b862a93ca0a3b9390461d882d2a05a3c\" class=\"js-card js-full-width-feature fullwidth-feature fullwidth-feature--f-bottom fullwidth-feature--overlay-ultradark theme-overlay transition--media\" style=\"\">\n        <!-- Scrim -->\n                    <div class=\"fullwidth-feature__scrim\"><\/div>\n        \n        <div class=\"fullwidth-feature__wrapper js-full-width-feature-wrapper\">\n                        <div class=\"fullwidth-feature__header-wrapper transition--in-up js-full-width-feature-header\">\n\n                <!-- Heading -->\n                            <h1 class=\"fullwidth-feature__header fullwidth-feature__header__size-h2 \">\n                        Ymp\u00e4rist\u00f6ns\u00e4 hoitajat                        <\/h1>\n        \n                <!-- Eyebrow -->\n                \n                <!-- Author -->\n                \n            <\/div>\n            <div class=\"fullwidth-feature__excerpt-wrapper transition--in-up js-full-width-feature-excerpt\">\n\n                <!-- Excerpt -->\n                            <div class=\"fullwidth-feature__excerpt\">\n                                    Kakuman pakolaisleirin kartoitusj\u00e4rjestelm\u00e4\u00e4 parannetaan asukkaiden k\u00e4yt\u00e4nn\u00f6nl\u00e4heisen osallistumisen ansiosta.                                <\/div>\n        \n                <!-- CTA -->\n                \n                <!-- Download CTA -->\n                \n            <\/div>\n        <\/div>\n\n        <!-- Media -->\n        \n<div class=\"unlocked-media media-image js-media-image media--no-radius media-video--overlay-ultradark theme-overlay\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01.jpg 1200w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-256x144.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-480x270.jpg 480w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-768x432.jpg 768w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01-1024x576.jpg 1024w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Hero-01.jpg\"\n                                    width=\"1200\"\n            height=\"675\"\n                        class=\"\"\n            alt=\"A bustling market scene with colorful fabric canopies overhead, motorbikes parked along the dirt pathway, and people walking and shopping among stalls selling clothes and household goods.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n\n    <\/div>\n\n\n\n\n<div\n    id=\"block_6a13d93a5d24d\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_6a13d93a5f630\" class=\"row row--space-between 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M11.436522,13.338465l-0.871624-1.218704l-6.924311-9.68815h2.981339,l5.58978,7.82155l0.867949,1.218704l7.26506,10.166271h-2.981339L11.436522,13.338465z\" fill=\"currentColor\"\/><title id=\"icon-6a13d93a5e97f\">X<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.facebook.com\/sharer.php?t=&#038;u=https%3A%2F%2Funlocked.microsoft.com%2Ffi%2Fymparistonsa-hoitajat%2F\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on Facebook\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-6a13d93a5e994\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M16.5782 9.43753H13.6116V7.49182C13.6116 6.76112 14.0959 6.59076 14.437 6.59076C14.7773 6.59076 16.5305 6.59076 16.5305 6.59076V3.37844L13.6473 3.36719C10.4466 3.36719 9.71821 5.76304 9.71821 7.29624V9.43753H7.86719V12.7476H9.71821C9.71821 16.9957 9.71821 22.1141 9.71821 22.1141H13.6116C13.6116 22.1141 13.6116 16.9452 13.6116 12.7476H16.2387L16.5782 9.43753Z\" fill=\"currentColor\"\/><title id=\"icon-6a13d93a5e994\">Facebook<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Funlocked.microsoft.com%2Ffi%2Fymparistonsa-hoitajat%2F\"\n        class=\"social-share__link js-social-share__new-window\"\n        target=\"_blank\"\n        aria-label=\"Share on LinkedIn\"\n            >\n        <svg class=\"svg-icon\" width=\"24\" height=\"24\" aria-hidden=\"true\" aria-labelledby=\"icon-6a13d93a5e9a8\" role=\"img\" focusable=\"false\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M7.35547 9.06274H3.41797V22.0002H7.35547V9.06274Z\" fill=\"currentColor\"\/><path d=\"M16.9197 9.06274C14.668 9.06274 14.0436 9.80074 13.543 10.7502V9.06274H9.60547V22.0002H13.543V14.6877C13.543 13.5627 13.543 12.4377 15.5117 12.4377C17.4805 12.4377 17.4805 13.5627 17.4805 14.6877V22.0002H21.418V14.6877C21.418 11.3127 20.8555 9.06274 16.9197 9.06274Z\" fill=\"currentColor\"\/><path d=\"M5.38672 7.9375C6.47403 7.9375 7.35547 7.05606 7.35547 5.96875C7.35547 4.88144 6.47403 4 5.38672 4C4.29941 4 3.41797 4.88144 3.41797 5.96875C3.41797 7.05606 4.29941 7.9375 5.38672 7.9375Z\" fill=\"currentColor\"\/><title id=\"icon-6a13d93a5e9a8\">LinkedIn<\/title><\/svg>    <\/a>\n\n        \n    <\/div>\n\n    \n    <div\n        class=\"sr-text js-social-status\"\n        role=\"status\"\n    ><\/div>\n<\/section>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_6a13d93a5f4b8\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_6a13d93a5ef5c\"\n    class=\"rich-text transition--in-up \">\n    <p>Luoteis-Kenian kuivalla alueella sijaitseva Kakuman pakolaisleiri on kasvanut laajaksi yhteis\u00f6ksi, jossa asuu yli 300 000 h\u00e4t\u00e4siirtolaista yli 20 maasta. Pakolaisleiri perustettiin alun perin vuonna 1992 Sudanin sotaa pakenevien nuorten suojaksi, ja se on Afrikan suurin. Se kattaa noin 40 neli\u00f6kilometrin alueen, ja sen asukkaat tulevat Etel\u00e4-Sudanista, Somaliasta ja muista naapurimaista.<\/p>\n<p>Pakolaisleirin kartat olivat vuosien ajan pahasti vanhentuneita, mik\u00e4 haittasi avun toimittamista, infrastruktuurin suunnittelua ja h\u00e4t\u00e4apua. Leirin ep\u00e4s\u00e4\u00e4nn\u00f6llinen pohjapiirros ja erilaiset majoitustyypit vaikeuttivat perinteisi\u00e4 kartoitusmenetelmi\u00e4. T\u00e4m\u00e4 haaste synnytti kuitenkin merkitt\u00e4v\u00e4n yhteisty\u00f6n, joka m\u00e4\u00e4ritteli uudelleen sen, mit\u00e4 humanitaarisella teknologialla voidaan saavuttaa.<\/p>\n<blockquote>\n<h6 class=\"--h6\">\u201dUskon, ett\u00e4 yhteisty\u00f6 oli avainasemassa, koska jokainen toi mukanaan jotain ainutlaatuista\u201d, sanoo tohtori Simone Fobi Nsutezo, Applied Research Scientist, Microsoft AI for Good Lab.<\/h6>\n<\/blockquote>\n<p>Kakuman pakolaisleirin kartoitusj\u00e4rjestelm\u00e4n p\u00e4ivitt\u00e4miseksi tehdyn yhteisty\u00f6n ytimess\u00e4 oli innovaatioiden kolmijako. Kukin kumppani toi p\u00f6yt\u00e4\u00e4n jotakin ainutlaatuista, ja yhdess\u00e4 he saivat aikaan todellisia tuloksia. UNHCR:n Hive &#8211; YK:n pakolaisj\u00e4rjest\u00f6n innovaatiolaboratorio &#8211; m\u00e4\u00e4ritteli pakolaisleirin ongelmat, kun taas Humanitarian OpenStreetMap Team (HOT) huolehti t\u00e4rke\u00e4st\u00e4 tiedonkeruusta paikan p\u00e4\u00e4ll\u00e4 ja elint\u00e4rke\u00e4st\u00e4 yhteis\u00f6n integroinnista.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_6a13d93a604e7\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_7376ad7bd46e7f76e9674c728f087703\" class=\"video-player\">\n    <div id=\"videoplayer-1\" class=\"video-player__wrapper js-video-player theme-overlay  has-overlay-image\" aria-label=\"Katso \u201dYhteis\u00f6n kartoittaminen teko\u00e4lyn avulla\u201d\">\n        <div\n            id=\"video-player-overlay-ec185417-da35-41e1-92f6-09897199afe1\"\n            class=\"video-player__overlay js-video-player-overlay\"\n            data-label-video-title=\"\u201dYhteis\u00f6n kartoittaminen teko\u00e4lyn 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https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01-1024x576.jpg 1024w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Video-01.jpg\"\n                                    width=\"1200\"\n            height=\"675\"\n                        class=\"\"\n            alt=\"Aerial view of a sprawling refugee camp with rows of small, makeshift shelters and buildings, separated by a dirt road, under a partly cloudy sky in a dry, arid landscape.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n            <\/div>\n            <div class=\"video-player__overlay__info-container js-video-player-info-container\">\n                <span class=\"js-video-player__overlay__media-button\">\n                \n<button class=\"unlocked-button unlocked-button--circle \" aria-label=\"Play video, \u201dYhteis\u00f6n kartoittaminen teko\u00e4lyn avulla\u201d\">\n    <span class=\"unlocked-button__icon \"><svg class=\"svg-icon\" width=\"20\" height=\"20\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 20 20\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" transform=\"translate(3,0)\" d=\"M16.5 9.13397C17.1667 9.51887 17.1667 10.4811 16.5 10.866L1.5 19.5263C0.833331 19.9112 -9.36737e-07 19.4301 -9.03088e-07 18.6603L-1.45985e-07 1.33974C-1.12336e-07 0.569945 0.833334 0.0888199 1.5 0.47372L16.5 9.13397Z\" fill=\"currentColor\"\/><\/svg><\/span>\n    <span class=\" unlocked-button__pause-icon -hide\"><svg class=\"svg-icon\" width=\"12\" height=\"18\" aria-hidden=\"true\"  role=\"img\" focusable=\"false\" viewBox=\"0 0 12 18\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path fill-rule=\"evenodd\" clip-rule=\"evenodd\" d=\"M0.5625 0C0.25184 0 0 0.25184 0 0.5625V17.4375C0 17.7482 0.25184 18 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0.799086C32.0792 0.799086 32.1241 0.799086 32.169 0.799086C32.5478 0.799086 32.9271 0.813153 33.3048 0.794226C33.5708 0.780926 33.7836 0.856633 33.9947 0.995004C35.0991 1.72011 35.8708 2.68206 36.3779 3.83199C36.8655 4.9387 37.0315 6.09606 36.9977 7.28385C36.9695 8.28416 36.7852 9.25634 36.3712 10.1838C35.8329 11.3902 35.0132 12.3918 33.816 13.1108C33.7118 13.1734 33.6065 13.2036 33.4801 13.2021C33.0415 13.1962 32.6029 13.1998 32.1643 13.1998C32.1202 13.1998 32.0762 13.1998 31.9961 13.1998C32.1806 13.0816 32.3375 12.9885 32.486 12.8849C33.4123 12.2396 34.0906 11.4125 34.571 10.4428C34.9404 9.69754 35.1643 8.91335 35.2565 8.09975C35.456 6.33827 35.2393 4.63946 34.2998 3.06341C33.7545 2.14852 33.0194 1.38966 32.0471 0.839754C32.0396 0.835917 32.0352 0.827732 32.0086 0.799086Z\" fill=\"currentColor\"\/><path d=\"M28.6602 13.2007C28.9184 13.0224 29.1672 12.8692 29.3936 12.6917C30.4986 11.8247 31.2113 10.7249 31.6103 9.44678C31.9755 8.2769 32.0442 7.08476 31.8954 5.87855C31.7718 4.87875 31.4701 3.93011 30.935 3.05001C30.393 2.15865 29.6782 1.4136 28.735 0.86574C28.7158 0.854486 28.6973 0.84221 28.6787 0.829933C28.6759 0.827887 28.6757 0.822515 28.6704 0.808192C28.7128 0.805379 28.7521 0.800519 28.7918 0.800519C29.2534 0.800008 29.7153 0.797707 30.1769 0.802822C30.2506 0.803589 30.3335 0.823538 30.3961 0.85909C31.2761 1.35656 31.9547 2.03767 32.4869 2.84641C33.1276 3.81961 33.472 4.88336 33.5908 6.01206C33.7208 7.24564 33.6335 8.46182 33.2243 9.6491C32.8319 10.7875 32.1822 11.7786 31.2138 12.5782C30.9641 12.7843 30.6806 12.9559 30.4094 13.1393C30.3634 13.1705 30.3008 13.1976 30.2456 13.1979C29.7244 13.2025 29.203 13.2007 28.6602 13.2007Z\" fill=\"currentColor\"\/><title id=\"icon-6a13d93aa8db5\">Audio Described<\/title><\/svg><\/a>\n            <\/div>\n    <\/div>\n\n\n\n\n<div\n    id=\"block_6a13d93aa8fbe\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_6a13d93aa9b69\" class=\"row row--space-between column__container mobile-column-gap-4 column--layout-40-60\">\n    \n<div id=\"block-column_6a13d93aa94e4\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_6a13d93aa93b8\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_6a13d93aa99f3\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_6a13d93aa9706\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Vaikutusten lis\u00e4\u00e4minen yhteis\u00f6n sitoutumisen avulla<\/h4>\n<p>Kantavina voimina olivat halu tehd\u00e4 ty\u00f6t\u00e4, jolla on todellista merkityst\u00e4, intohimo kaukokartoitukseen ja satelliittikuviin sek\u00e4 tavoite vastata pakolaisten tarpeisiin. Manuaalinen kartoitus oli arvokasta, mutta hidasta ja ty\u00f6l\u00e4st\u00e4, joten Microsoftin AI for Good Lab -tiimi n\u00e4ki teko\u00e4lyn ja koneoppimisen tarjoaman mahdollisuuden antaa kartoittajille heid\u00e4n tarvitsemansa ty\u00f6kalut.<\/p>\n<p class=\"unformatted\">&#8221;Kun malli on kerran koulutettu pienell\u00e4 tietom\u00e4\u00e4r\u00e4ll\u00e4, uusien alueiden ennustaminen on eritt\u00e4in nopeaa. Meill\u00e4 on avoin l\u00e4hdekoodi aurinkopaneelien, rakennusten, kattotyyppien ja saniteettitilojen kartoittamista varten, ja kuka tahansa voi k\u00e4ytt\u00e4\u00e4 sit\u00e4 itsen\u00e4isesti&#8221;, sanoo tohtori Amrita Gupta, Applied Research Scientist, Microsoft AI for Good Research Lab.<\/p>\n<p><span data-contrast=\"none\">Ymm\u00e4rt\u00e4\u00e4kseen paremmin paikan p\u00e4\u00e4ll\u00e4 vallitsevia olosuhteita HOT:n kartoitusryhm\u00e4 dokumentoi n\u00e4kyvi\u00e4 s\u00e4hk\u00f6n saatavuuden indikaattoreita, kuten leirill\u00e4 olevia aurinkopaneeleita ja voimalinjoja. Vaikka suurin osa s\u00e4hk\u00f6st\u00e4 tuotetaan itse yksitt\u00e4isiss\u00e4 rakennuksissa, n\u00e4m\u00e4 tiedot auttoivat luomaan selke\u00e4mm\u00e4n kuvan siit\u00e4, miss\u00e4 keskeiset palvelut voisivat realistisesti toimia, ja toivat esiin puutteita laajemmassa infrastruktuurissa.<\/span><span data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335551550&quot;:0,&quot;335551620&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:210,&quot;335559740&quot;:300}\">\u00a0<\/span><br \/>\n<span data-contrast=\"auto\">Tavoitteena oli saada leiri tuntumaan v\u00e4hemm\u00e4n v\u00e4liaikaiselta suojalta ja enemm\u00e4n pysyv\u00e4lt\u00e4 asutukselta.\u00a0<\/span><span data-contrast=\"auto\">Kartoitus oli ensimm\u00e4inen askel sen varmistamiseksi, ett\u00e4 <\/span><span data-contrast=\"none\">hanke perustui humanitaarisiin tarpeisiin. <\/span><span data-contrast=\"none\">Hankkeen sitoutuminen avoimeen saatavuuteen tarkoitti, ett\u00e4 kaikki tuotetut tiedot ja kuvat olisivat vapaasti saatavilla. T\u00e4m\u00e4 laajensi hankkeen ulottuvuutta Kakuman ulkopuolelle ja edisti pakolaisten osallisuutta.<\/span><span data-ccp-props=\"{&quot;134245417&quot;:false,&quot;134245529&quot;:true,&quot;201341983&quot;:0,&quot;335559738&quot;:210,&quot;335559739&quot;:0,&quot;335559740&quot;:276}\">\u00a0<\/span><\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_6a13d93aa9e4c\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<section\n    id=\"block_0059189863ba153091e58666123548c2\"\n    class=\"card-crosslink js-card-crosslink card-crosslink--3-up card-crosslink--mobile-layout-vertical \"\n    aria-labelledby=\"\">\n    <h2 class=\"sr-text\">More stories<\/h2>\n\n    \n    <ul class=\"card-crosslink__wrapper\">\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 100ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-2\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">HOT ty\u00f6skenteli asukkaiden kanssa, jotka omistivat kartoitusprosessin.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-01.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Two people stand outdoors looking at a tablet. The person on the left has long braids and wears a white shirt; the person on the right wears glasses, a cap, and a beige vest. A green electronic shop sign is visible behind them.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 200ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-3\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Mallit koulutettiin tunnistamaan aurinkopaneelien kaltaisia piirteit\u00e4.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-02.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"Solar panels installed on a slanted, red corrugated metal roof under a partly cloudy sky.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n            <li class=\"card-crosslink__item transition--in-up \" style=\"--anim-delay: 300ms; --anim-delay-mobile: 0ms;\">\n            \n<article\n    class=\"story-card js-story-card js-delay --no-pointer\"\n    aria-labelledby=\"card-4\">\n    <div class=\"story-card__content\">\n        \n        \n                    <div class=\"story-card__text\">Asukkaat ja teko\u00e4lyasiantuntijat m\u00e4\u00e4ritteliv\u00e4t yhteisty\u00f6ss\u00e4 Kakuman ainutlaatuiset rakenteet.<\/div>\n        \n        \n        <div class=\"story-card__wrapper transition--media\">\n            \n            \n<div class=\"unlocked-media media-image js-media-image media--no-radius\">\n                        <picture class=\"\">\n                        <source\n            srcset=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg 640w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-80x80.jpg 80w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-256x256.jpg 256w, https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03-480x480.jpg 480w\"\n                         \/>\n                        <img\n            src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Sup-03.jpg\"\n                                    width=\"640\"\n            height=\"640\"\n                        class=\"ratio--1-1\"\n            alt=\"A computer screen displays a detailed digital map with various shops and landmarks labeled along Jomo Kenyatta Avenue, including icons for fashion, services, and points of interest.\"\n            loading=\"lazy\"\n            decoding=\"async\" \/>\n            <\/picture>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/article>\n        <\/li>\n        <\/ul>\n<\/section>\n\n\n\n<div\n    id=\"block_6a13d93b4562f\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n\n<div\n    id=\"block_6a13d93b45946\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_6a13d93b47abc\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_6a13d93b473f4\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_6a13d93b45cf2\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div id=\"block_ada866f17026f10ca4dd31c363c77b33\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__left pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Kaikki perustuu yhteis\u00f6\u00f6n. Emme unohtaneet ket\u00e4\u00e4n.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Akso\u00a0Kaposho\u00a0Mupenzi<\/div>\n                                                    <div class=\"attribution-description\">Karttojen laatija ja pakolainen<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_6a13d93b479a3\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_6a13d93b475c5\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_6a13d93b47748\"\n    class=\"rich-text transition--in-up \">\n    <p>Toimimalla paikan p\u00e4\u00e4ll\u00e4 Keniassa HOT-tiimi toi mukanaan inhimillisen ulottuvuuden. Varsinainen tiedonkeruutoiminta tapahtui kokonaan paikallisten johdolla hankkeen esit\u00f6ist\u00e4 lennokkien lenn\u00e4tt\u00e4miseen, ja leirill\u00e4 olevat pakolaiset auttoivat manuaalisesti tunnistamaan alueen piirteit\u00e4. HOT-tiimit lensiv\u00e4t droneilla ottaakseen korkearesoluutioisia ilmakuvia ja suorittaakseen kentt\u00e4varmennuksen pakolaiskartoittajien kanssa. T\u00e4rkeint\u00e4 oli kuitenkin, ett\u00e4 he kouluttivat ja antoivat pakolaisleirin j\u00e4senille vaikutusvaltaa, jolloin tiedonkeruu muuttui yhteis\u00f6lliseksi sitoutumiseksi.<\/p>\n<p>Pakolaisista tuli kartoittajia, tulkitsijoita ja oman ymp\u00e4rist\u00f6ns\u00e4 hoitajia, jotka loivat pohjatietoja. Heid\u00e4n paikallistuntemuksensa lis\u00e4si syvyytt\u00e4 ja tarkkuutta ja antoi heille vastuun prosessista. HOT:n tiimi merkitsi manuaalisesti 16 km\u00b2:n (10 neli\u00f6mailia) kuvamateriaalia ja loi n\u00e4in teko\u00e4lyn kehitt\u00e4mist\u00e4 varten laajan harjoitteluaineiston, jota voidaan pit\u00e4\u00e4 ajan tasalla leirin kehittyess\u00e4.<\/p>\n<p class=\"unformatted\">&#8221;Teko\u00e4ly\u00e4 k\u00e4ytettiin ensisijaisesti kuvioiden yhteensovittamiseen ja ajan s\u00e4\u00e4st\u00e4miseen. Se auttoi meit\u00e4 l\u00f6yt\u00e4m\u00e4\u00e4n datasta signaaleja, joita olisi ollut vaikea havaita manuaalisesti&#8221;, Gupta sanoo.<\/p>\n<p>Microsoftin AI for Good Lab kehitti pakolaisleirill\u00e4 ker\u00e4ttyjen, yhteis\u00f6n merkitsemien laajojen kuvien pohjalta kehittyneit\u00e4 koneoppimismalleja Azuren pilvipalveluiden avulla. N\u00e4m\u00e4 mallit koulutettiin tunnistamaan tarkasti monenlaisia piirteit\u00e4 &#8211; rakennuksia, saniteettitiloja, katuvalojen ja kattojen aurinkopaneeleita sek\u00e4 s\u00e4hk\u00f6verkon elementtej\u00e4, kuten pylv\u00e4it\u00e4 ja linjoja &#8211; jotka kuvastavat leirin monimuotoista ja ep\u00e4s\u00e4\u00e4nn\u00f6llist\u00e4 maisemaa.<\/p>\n<p>Hy\u00f6dynt\u00e4m\u00e4ll\u00e4 sek\u00e4 paikallista asiantuntemusta ett\u00e4 teko\u00e4ly\u00e4 tiimi pystyi selviytym\u00e4\u00e4n pakolaisleirin ainutlaatuisten rakenteiden aiheuttamista haasteista ja mahdollistamaan nopean analyysin ja kuviotunnistuksen, jota olisi vaikea toteuttaa manuaalisesti. Kaikki mallit ja tietokokonaisuudet julkaistiin avoimena l\u00e4hdekoodina GitHubissa, jotta kehitt\u00e4j\u00e4t, tutkijat ja humanitaariset j\u00e4rjest\u00f6t ymp\u00e4ri maailmaa voivat hy\u00f6dynt\u00e4\u00e4 t\u00e4t\u00e4 ty\u00f6t\u00e4 ja mukauttaa sit\u00e4 muille apua tarvitseville yhteis\u00f6ille.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_6a13d93b47da0\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_6a13d93b488bc\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_6a13d93b48230\" class=\"column column--empty\">\n    \n\n<div\n    id=\"block_6a13d93b4810b\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_6a13d93b48789\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_6a13d93b48428\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_6a13d93b48589\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Todiste mahdollisuuksista<\/h4>\n<p>T\u00e4m\u00e4 avoimen l\u00e4hdekoodin kartoitushanke osoittaa, miten yhteisty\u00f6ll\u00e4 voidaan luoda vahva perusta kest\u00e4v\u00e4lle kehitykselle. Kun Kakuman kaupungin hallintorajat ovat kehittyneet, tarkat paikkatiedot ovat tulleet kriittisiksi pitk\u00e4n aikav\u00e4lin suunnittelun ja palvelujen tarjoamisen kannalta kaupungissa ja sit\u00e4 ymp\u00e4r\u00f6iviss\u00e4 asutuskeskuksissa, mik\u00e4 varmistaa, ett\u00e4 kaikki tulevat liitt\u00e4mis- tai yhdist\u00e4misp\u00e4\u00e4t\u00f6kset perustuvat todellisuuteen.<\/p>\n<p>GitHubissa alkaa t\u00e4m\u00e4n hankkeen seuraava luku, jossa kehitt\u00e4j\u00e4t, kansalaisteknologian asiantuntijat ja tietojenk\u00e4sittelytieteilij\u00e4t yhdistet\u00e4\u00e4n todellisiin humanitaarisiin haasteisiin. Ja kaikesta opitusta on tullut osa maailmanlaajuista tietopohjaa pakolaisten auttamiseksi. Jakamalla t\u00e4t\u00e4 koodia avoimesti kuka tahansa, miss\u00e4 tahansa, voi rakentaa sen pohjalta, parantaa sit\u00e4 ja k\u00e4ytt\u00e4\u00e4 sit\u00e4 vaikuttamiseen. Kakuman pakolaisleirin tarina on todiste siit\u00e4, mit\u00e4 on mahdollista tehd\u00e4, kun humanitaarinen visio kohtaa innovaation.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_6a13d93b48ba5\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_7402637e7d6c0557e9ccf8a4c56a2235\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__center pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Kukaan ei tunne yhteis\u00f6\u00e4 paremmin kuin siell\u00e4 asuvat ihmiset. Teko\u00e4ly ei korvannut heit\u00e4, vaan laajensi heid\u00e4n mahdollisuuksiaan.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Juan M. Lavista Ferres<\/div>\n                                                    <div class=\"attribution-description\">Laboratorion johtaja AI For Good Lab, Microsoft<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n\n\n<div\n    id=\"block_6a13d93b49496\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n    <div id=\"block_81cd2a75ffd4d448f972e80191792fac\" class=\"js-card js-full-width-feature fullwidth-feature fullwidth-feature--f-bottom fullwidth-feature--overlay-none theme-overlay transition--media\" style=\"\">\n        <!-- Scrim -->\n        \n        <div class=\"fullwidth-feature__wrapper js-full-width-feature-wrapper\">\n                        <div class=\"fullwidth-feature__header-wrapper transition--in-up js-full-width-feature-header\">\n\n                <!-- Heading -->\n                \n                <!-- Eyebrow -->\n                \n                <!-- Author -->\n                \n            <\/div>\n           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