{"id":22706,"date":"2025-12-17T07:26:05","date_gmt":"2025-12-17T15:26:05","guid":{"rendered":"https:\/\/unlocked.microsoft.com\/?post_type=stories&#038;p=22706"},"modified":"2026-04-17T09:34:45","modified_gmt":"2026-04-17T16:34:45","slug":"cevrelerinin-koruyuculari","status":"publish","type":"stories","link":"https:\/\/unlocked.microsoft.com\/tr\/cevrelerinin-koruyuculari\/","title":{"rendered":"\u00c7evrelerinin koruyucular\u0131"},"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_7ae0d3302ca8ede8e76ed2811758f238\" class=\"js-card js-full-width-feature fullwidth-feature 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class=\"fullwidth-feature__excerpt\">\n                                    Kakuma m\u00fclteci kamp\u0131n\u0131n haritalama sistemi, sakinlerinin uygulamal\u0131 kat\u0131l\u0131m\u0131 sayesinde bir y\u00fckseltme al\u0131yor                                <\/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_69e8a249a367b\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_69e8a249a594f\" 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-69e8a249a4cd0\">X<\/title><\/svg>    <\/a>\n\n        <a\n        href=\"https:\/\/www.facebook.com\/sharer.php?t=&#038;u=https%3A%2F%2Funlocked.microsoft.com%2Ftr%2Fcevrelerinin-koruyuculari%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-69e8a249a4ce6\" 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 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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-69e8a249a4cfa\">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_69e8a249a57e8\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e8a249a528e\"\n    class=\"rich-text transition--in-up \">\n    <p>Kuzeybat\u0131 Kenya&#8217;n\u0131n kurak geni\u015fliklerinde yer alan Kakuma m\u00fclteci kamp\u0131, 20&#8217;nin \u00fczerinde \u00fclkeden 300.000&#8217;den fazla yerinden edilmi\u015f ki\u015fiden olu\u015fan, geni\u015fleyen bir toplulu\u011fa d\u00f6n\u00fc\u015ft\u00fc. Aslen 1992 y\u0131l\u0131nda Sudan&#8217;daki sava\u015ftan ka\u00e7an gen\u00e7leri bar\u0131nd\u0131rmak i\u00e7in kurulan m\u00fclteci kamp\u0131, G\u00fcney Sudan, Somali ve di\u011fer kom\u015fu \u00fclkelerden gelen sakinleriyle, yakla\u015f\u0131k 15 mil karelik (40 km) kaplad\u0131\u011f\u0131 alanla Afrika&#8217;n\u0131n en b\u00fcy\u00fck kamp\u0131d\u0131r.<\/p>\n<p>Y\u0131llar boyunca m\u00fclteci kamp\u0131n\u0131n haritalar\u0131 ciddi \u015fekilde g\u00fcncelli\u011fini yitirdi ve yard\u0131m da\u011f\u0131t\u0131m\u0131n\u0131, altyap\u0131 planlamas\u0131n\u0131 ve acil durum m\u00fcdahalesini engelledi. Kamp\u0131n \u00e7arp\u0131k yerle\u015fim d\u00fczeni ve \u00e7e\u015fitli bar\u0131nak t\u00fcrleri, geleneksel haritalama y\u00f6ntemlerini zorla\u015ft\u0131rd\u0131. Ancak bu zorluk, insani yard\u0131m teknolojisinin neler ba\u015farabilece\u011fini yeniden tan\u0131mlayan dikkate de\u011fer bir i\u015f birli\u011fini ate\u015fledi.<\/p>\n<blockquote>\n<h6 class=\"--h6\">Microsoft AI for Good Lab&#8217;da Uygulamal\u0131 Ara\u015ft\u0131rma Bilimcisi olan Dr. Simone Fobi Nsutezo, &#8220;Bence i\u015f birli\u011fi \u00e7ok \u00f6nemliydi \u00e7\u00fcnk\u00fc herkes ortaya benzersiz bir katk\u0131 sundu&#8221; diyor.<\/h6>\n<\/blockquote>\n<p>Kakuma m\u00fclteci kamp\u0131n\u0131n haritalama sistemini g\u00fcncellemeye y\u00f6nelik i\u015f birli\u011finin merkezinde, bir inovasyon \u00fc\u00e7l\u00fcs\u00fc temel rol oynad\u0131. Her ortak, ortaya benzersiz bir katk\u0131 sundu ve birlikte ger\u00e7ek bir etki yaratt\u0131lar. BM M\u00fclteci Ajans\u0131&#8217;n\u0131n inovasyon laboratuvar\u0131 olan UNHCR&#8217;nin Hive&#8217;\u0131, m\u00fclteci kamp\u0131n\u0131n kar\u015f\u0131 kar\u015f\u0131ya oldu\u011fu sorunlar\u0131 tan\u0131mlarken, Humanitarian OpenStreetMap Ekibi (HOT) sahada temel veri toplama ve hayati topluluk entegrasyonu sa\u011flad\u0131.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e8a249a677d\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_b579abd8d4aa61210023554e63cb75c3\" class=\"video-player\">\n    <div id=\"videoplayer-1\" class=\"video-player__wrapper js-video-player theme-overlay  has-overlay-image\" aria-label=\"\u0130zleyin: &quot;Yapay zeka ile bir toplulu\u011fun haritas\u0131n\u0131 \u00e7\u0131karmak&quot;\">\n        <div\n            id=\"video-player-overlay-267424f9-9d7c-44e3-a0b2-600a0bab4577\"\n            class=\"video-player__overlay js-video-player-overlay\"\n            data-label-video-title=\"\"Yapay 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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-69e8a249edbc8\">Audio Described<\/title><\/svg><\/a>\n            <\/div>\n    <\/div>\n\n\n\n\n<div\n    id=\"block_69e8a249eddb8\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_69e8a249ee9ce\" class=\"row row--space-between column__container mobile-column-gap-4 column--layout-40-60\">\n    \n<div id=\"block-column_69e8a249ee2b7\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e8a249ee18d\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e8a249ee757\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e8a249ee482\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Topluluk kat\u0131l\u0131m\u0131 yoluyla etkiyi art\u0131rma<\/h4>\n<p>Amaca y\u00f6n veren g\u00fc\u00e7ler; ger\u00e7ekten \u00f6nemli olan i\u015fleri yapma arzusu, uzaktan alg\u0131lama ve uydu g\u00f6r\u00fcnt\u00fclerine olan merak ve m\u00fcltecilerin ihtiya\u00e7lar\u0131n\u0131 kar\u015f\u0131lama hedefiydi. Elle haritalama de\u011ferli olsa da yava\u015f ve yo\u011fun emek gerektiriyordu ancak Microsoft AI for Good Lab ekibi, yapay zeka ve makine \u00f6\u011freniminin insan haritac\u0131lara ihtiya\u00e7 duyduklar\u0131 ara\u00e7lar\u0131 sa\u011flamaya yard\u0131mc\u0131 olmas\u0131 i\u00e7in bir f\u0131rsat g\u00f6rd\u00fc.<\/p>\n<p class=\"unformatted\">&#8220;Bir modeli az miktarda veri \u00fczerinde e\u011fittikten sonra yeni alanlarda tahminler almak \u00e7ok h\u0131zl\u0131d\u0131r. G\u00fcne\u015f panellerini, binalar\u0131, \u00e7at\u0131 t\u00fcrlerini, sanitasyon tesislerini haritalamak i\u00e7in a\u00e7\u0131k kaynak kodumuz var ve herkes bunu ba\u011f\u0131ms\u0131z olarak kullanabilir&#8221; diyor, Microsoft AI for Good Ara\u015ft\u0131rma Laboratuvar\u0131 Uygulamal\u0131 Ara\u015ft\u0131rma Bilimcisi Dr. Amrita Gupta.<\/p>\n<p><span data-contrast=\"none\">Yerdeki ko\u015fullar\u0131 daha iyi anlamak i\u00e7in HOT haritalama ekibi, kampta bulunan g\u00fcne\u015f panelleri ve elektrik hatlar\u0131 gibi g\u00f6r\u00fcn\u00fcr elektrik eri\u015fimi g\u00f6stergelerini belgeledi. Elektri\u011fin \u00e7o\u011fu bireysel binalarda kendi kendine \u00fcretilirken, bu bilgi, temel hizmetlerin ger\u00e7ek\u00e7i bir \u015fekilde nerede \u00e7al\u0131\u015fabilece\u011fine dair daha net bir resim olu\u015fturmaya yard\u0131mc\u0131 oldu ve daha geni\u015f altyap\u0131 ortam\u0131ndaki bo\u015fluklar\u0131 vurgulad\u0131.<\/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}\"> <\/span><\/p>\n<p><span data-contrast=\"auto\">Ama\u00e7, kamp\u0131n ge\u00e7ici bir bar\u0131naktan ziyade kal\u0131c\u0131 bir yerle\u015fim yeri gibi hissetmesine yard\u0131mc\u0131 olmakt\u0131.<\/span><span data-contrast=\"none\">Haritalama, projenin insani ihtiya\u00e7lara dayanmas\u0131n\u0131 <\/span><span data-contrast=\"auto\"> sa\u011flamaya y\u00f6nelik ilk ad\u0131md\u0131.<\/span><span data-contrast=\"none\">Projenin a\u00e7\u0131k eri\u015fim taahh\u00fcd\u00fc, \u00fcretilen t\u00fcm veri ve g\u00f6r\u00fcnt\u00fclerin \u00fccretsiz olarak eri\u015filebilir olaca\u011f\u0131 anlam\u0131na geliyordu. Bu, m\u00fclteci kat\u0131l\u0131m\u0131n\u0131 savunarak Kakuma&#8217;n\u0131n \u00f6tesine eri\u015fimi art\u0131rd\u0131.<\/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}\"><\/span><\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e8a249eeca3\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<section\n    id=\"block_fcbff59883b078a7a9d6d2be3ce0c568\"\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, haritalama s\u00fcrecine sahip olan sakinlerle \u00e7al\u0131\u015ft\u0131.<\/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\">Modeller, g\u00fcne\u015f panelleri gibi \u00f6zellikleri tan\u0131mlamak i\u00e7in e\u011fitildi.<\/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\">Sakinler ve yapay zeka uzmanlar\u0131, Kakuma&#8217;n\u0131n benzersiz yap\u0131lar\u0131n\u0131 tan\u0131mlamak i\u00e7in i\u015f birli\u011fi yapt\u0131.<\/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_69e8a24a6f1d6\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n\n<div\n    id=\"block_69e8a24a6f4f8\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_69e8a24a71696\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e8a24a70fb8\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e8a24a6f874\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div id=\"block_055e8be2eaf693e617b49654594dd8c6\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__left pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">T\u00fcm toplulu\u011fu dahil ettik, kimseyi unutmad\u0131k.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Akso\u00a0Kaposho\u00a0Mupenzi<\/div>\n                                                    <div class=\"attribution-description\">Harita kat\u0131l\u0131mc\u0131s\u0131 ve m\u00fclteci<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e8a24a71564\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e8a24a7118a\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e8a24a71308\"\n    class=\"rich-text transition--in-up \">\n    <p>HOT ekibi Kenya&#8217;da sahada faaliyet g\u00f6stererek s\u00fcrece insani de\u011fer katt\u0131. Ger\u00e7ek veri toplama faaliyeti, projenin tan\u0131t\u0131lmas\u0131ndan dronlar\u0131n u\u00e7urulmas\u0131na kadar tamamen yerel halk taraf\u0131ndan y\u00f6netildi ve kamptaki m\u00fclteciler b\u00f6lgedeki \u00f6zelliklerin manuel olarak tan\u0131mlanmas\u0131na yard\u0131mc\u0131 oldu. HOT ekipleri, havadan y\u00fcksek \u00e7\u00f6z\u00fcn\u00fcrl\u00fckl\u00fc g\u00f6r\u00fcnt\u00fcler yakalamak ve m\u00fclteci haritac\u0131larla saha do\u011frulamas\u0131 yapmak i\u00e7in insans\u0131z hava ara\u00e7lar\u0131 u\u00e7urdu. Ancak en \u00f6nemlisi, m\u00fclteci kamp\u0131n\u0131n \u00fcyelerini e\u011fitip g\u00fc\u00e7lendirdiler ve veri toplamay\u0131 topluluk kat\u0131l\u0131m\u0131na d\u00f6n\u00fc\u015ft\u00fcrd\u00fcler.<\/p>\n<p>M\u00fclteciler kendi \u00e7evrelerinin haritac\u0131lar\u0131, terc\u00fcmanlar\u0131 ve g\u00f6revlileri haline geldiler ve ger\u00e7ek saha verileri olu\u015fturdular. Yerel uzmanl\u0131klar\u0131, s\u00fcreci daha do\u011fru ve kapsaml\u0131 h\u00e2le getirip s\u00fcrecin kontrol\u00fcn\u00fc sahiplenmelerini sa\u011flad\u0131. HOT&#8217;un ekibi, 10 mil karelik (16 km\u00b2) g\u00f6r\u00fcnt\u00fcy\u00fc manuel olarak etiketleyerek kamp geli\u015ftik\u00e7e g\u00fcncel tutulabilecek yapay zeka geli\u015fimi i\u00e7in zengin bir e\u011fitim veri k\u00fcmesi olu\u015fturdu.<\/p>\n<p class=\"unformatted\">&#8220;Yapay zeka \u00f6ncelikle \u00f6r\u00fcnt\u00fc e\u015fle\u015ftirme ve zamandan kazanmak i\u00e7in kullan\u0131ld\u0131. Verilerde manuel olarak tespit edilmesi zor olan sinyalleri bulmam\u0131za yard\u0131mc\u0131 oldu&#8221; diyor Dr. Gupta.<\/p>\n<p>Microsoft AI for Good Lab, m\u00fclteci kamp\u0131nda toplanan zengin ve topluluk etiketli g\u00f6r\u00fcnt\u00fcler sayesinde Azure bulut hizmetlerini kullanarak geli\u015fmi\u015f makine \u00f6\u011frenimi modelleri geli\u015ftirdi. Bu modeller; binalar, sanitasyon bloklar\u0131, sokak lambalar\u0131 ve \u00e7at\u0131lardaki g\u00fcne\u015f panelleri ile direkler ve hatlar gibi enerji a\u011f\u0131 unsurlar\u0131 dahil olmak \u00fczere kamp\u0131n \u00e7e\u015fitli ve d\u00fczensiz yerle\u015fimini yans\u0131tan \u00e7ok geni\u015f bir \u00f6zellik yelpazesini do\u011fru \u015fekilde tan\u0131mlamak \u00fczere e\u011fitildi.<\/p>\n<p>Ekip, hem yerel uzmanl\u0131ktan hem de yapay zekadan yararlanarak m\u00fclteci kamp\u0131n\u0131n benzersiz yap\u0131lar\u0131n\u0131n getirdi\u011fi zorluklar\u0131n \u00fcstesinden gelmeyi ba\u015fard\u0131 ve manuel olarak elde edilmesi zor olan h\u0131zl\u0131 analiz ve \u00f6r\u00fcnt\u00fc tan\u0131may\u0131 m\u00fcmk\u00fcn k\u0131ld\u0131. T\u00fcm modeller ve veri k\u00fcmeleri GitHub&#8217;da a\u00e7\u0131k kaynak olarak yay\u0131nland\u0131 ve d\u00fcnya \u00e7ap\u0131ndaki geli\u015ftiricileri, ara\u015ft\u0131rmac\u0131lar\u0131 ve insani yard\u0131m kurulu\u015flar\u0131n\u0131 bu \u00e7al\u0131\u015fmay\u0131 geli\u015ftirmeleri ve ihtiyac\u0131 olan di\u011fer topluluklara uyarlamalar\u0131 i\u00e7in g\u00fc\u00e7lendirdi.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e8a24a7197c\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_69e8a24a72450\" class=\"row row--space-between column__container mobile-column-gap-6 column--layout-40-60\">\n    \n<div id=\"block-column_69e8a24a71dfb\" class=\"column column--empty\">\n    \n\n<div\n    id=\"block_69e8a24a71ce5\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n<\/div>\n\n\n<div id=\"block-column_69e8a24a7233b\" class=\"column column-vertical-align--top\">\n    \n\n<div\n    id=\"block_69e8a24a71fd7\"\n    class=\"rich-text transition--in-up \">\n    <\/div>\n\n\n\n<div\n    id=\"block_69e8a24a72140\"\n    class=\"rich-text transition--in-up \">\n    <h4 class=\"--h4\">Olanaklar\u0131n bir g\u00f6stergesi<\/h4>\n<p>Bu a\u00e7\u0131k kaynakl\u0131 haritalama projesi, i\u015f birli\u011finin s\u00fcrd\u00fcr\u00fclebilir kalk\u0131nma i\u00e7in g\u00fc\u00e7l\u00fc bir temel olu\u015fturmaya nas\u0131l yard\u0131mc\u0131 olabilece\u011fini g\u00f6steriyor. Kakuma kasabas\u0131n\u0131n belediye s\u0131n\u0131rlar\u0131 geli\u015ftik\u00e7e kasaba ve \u00e7evresindeki yerle\u015fim yerlerinde uzun vadeli planlama ve hizmet sunumu i\u00e7in do\u011fru mekansal veriler kritik h\u00e2le geldi ve gelecekteki herhangi bir ilhak veya entegrasyon karar\u0131n\u0131n ger\u00e7e\u011fe dayanmas\u0131n\u0131 sa\u011flad\u0131.<\/p>\n<p>GitHub; geli\u015ftiricileri, sivil teknoloji uzmanlar\u0131n\u0131 ve veri bilimcilerini ger\u00e7ek d\u00fcnyadaki insani sorunlarla bulu\u015fturan bu projenin bir sonraki b\u00f6l\u00fcm\u00fcn\u00fcn ba\u015flad\u0131\u011f\u0131 yerdir. Dahas\u0131, \u00f6\u011frenilen her \u015fey m\u00fcltecilere yard\u0131m etmek i\u00e7in k\u00fcresel bir bilgi taban\u0131n\u0131n par\u00e7as\u0131 h\u00e2line geldi. Kodun a\u00e7\u0131k\u00e7a payla\u015f\u0131lmas\u0131 sayesinde d\u00fcnyan\u0131n her yerinden insanlar onu geli\u015ftirebilir, \u00fczerine ekleme yapabilir ve b\u00f6ylece anlaml\u0131 bir etki yaratabilirler. Kakuma m\u00fclteci kamp\u0131n\u0131n hikayesi, insani vizyonun yenilikle bulu\u015ftu\u011funda yap\u0131labileceklerin bir kan\u0131t\u0131d\u0131r.<\/p>\n<\/div>\n\n\n<\/div>\n\n\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e8a24a72705\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n<div id=\"block_84ff20c3f40ff37c6c92ba9b8451870a\" class=\"transition--in-up \">\n    <div class=\"pullquote pullquote__center pullquote__h3\">\n        <blockquote class=\"quote quote__h3 quote--show-marks\">Hi\u00e7 kimse bir toplulu\u011fu orada ya\u015fayan insanlardan daha iyi tan\u0131yamaz. Yapay zeka onlar\u0131n yerini almad\u0131 ancak yeteneklerini geni\u015fletti.<\/blockquote>\n                    <div class=\"quote__attribution\">\n                                    <div class=\"attribution-name\">Juan M. Lavista Ferres<\/div>\n                                                    <div class=\"attribution-description\">Laboratuvar Direkt\u00f6r\u00fc, AI For Good Lab, Microsoft<\/div>\n                            <\/div>\n                    <\/div>\n<\/div>\n\n\n\n\n<div\n    id=\"block_69e8a24a72ffa\"\n    class=\"spacer spacer-6 spacer-mobile-4\">\n<\/div>\n\n\n\n\n    <div id=\"block_8274926f6c629fee70e885cdaa08dea6\" 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            <div class=\"fullwidth-feature__excerpt-wrapper transition--in-up js-full-width-feature-excerpt\">\n\n                <!-- Excerpt -->\n                \n                <!-- CTA -->\n                \n                <!-- Download CTA -->\n                \n            <\/div>\n        <\/div>\n\n        <!-- Media -->\n        \n<div class=\"unlocked-media media-video js-media-video media--no-radius\">\n            <div\n            class=\"media-video__wrapper\"\n                        role=\"presentation\"\n                    >\n\n                    <video\n                id=\"video-5\"\n                class=\"\"\n                loop                preload=\"auto\"\n                muted                playsinline\n                data-controlledby=\"group-6\">\n                                <source\n                    src=\"https:\/\/unlocked.microsoft.com\/wp-content\/uploads\/2025\/12\/Kakuma-Animated-01.mp4#t=0\"\n                    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