{"id":3786,"date":"2022-05-18T08:32:31","date_gmt":"2022-05-18T08:32:31","guid":{"rendered":"https:\/\/aix.web.tr\/?p=3786"},"modified":"2022-05-18T09:00:32","modified_gmt":"2022-05-18T09:00:32","slug":"lojistikte-yapay-zeka-uygulamalari","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/lojistikte-yapay-zeka-uygulamalari\/","title":{"rendered":"Lojistikte Yapay Zeka Uygulamalar\u0131"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"3786\" class=\"elementor elementor-3786\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-111b5dc elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"111b5dc\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div 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data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3288e76d\" data-id=\"3288e76d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2d095cd1 elementor-widget elementor-widget-heading\" data-id=\"2d095cd1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">Lojistikte Yapay Zeka Uygulamalar\u0131<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5758c4c1 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5758c4c1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1e841f90\" data-id=\"1e841f90\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4ee10a33 elementor-alert-info elementor-invisible elementor-widget elementor-widget-alert\" data-id=\"4ee10a33\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;flash&quot;}\" data-widget_type=\"alert.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-alert\" role=\"alert\">\n\n\t\t\t\t\t\t<span class=\"elementor-alert-title\">\ud83e\udd16 Dikkat!<\/span>\n\t\t\t\n\t\t\t\t\t\t<span class=\"elementor-alert-description\">Bu makale <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">yapay zeka<\/a> taraf\u0131ndan haz\u0131rlanm\u0131\u015ft\u0131r. Daha \u00f6nce haz\u0131rlam\u0131\u015f oldu\u011fumuz Dil Edinim Modeli kullan\u0131lm\u0131\u015ft\u0131r.<\/span>\n\t\t\t\n\t\t\t\t\t\t<button type=\"button\" class=\"elementor-alert-dismiss\" aria-label=\"Bu uyar\u0131y\u0131 kapat\u0131n.\">\n\t\t\t\t\t\t\t\t\t<span aria-hidden=\"true\">&times;<\/span>\n\t\t\t\t\t\t\t<\/button>\n\t\t\t\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-360176d4 elementor-widget elementor-widget-heading\" data-id=\"360176d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Yapay zeka ve makine \u00f6\u011frenimi, end\u00fcstriler aras\u0131nda uzun bir uygulama listesine sahiptir, ancak lojistik, bu teknolojilerin zaten b\u00fcy\u00fck bir fark yaratt\u0131\u011f\u0131 alanlardan biridir.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-33f478e5 elementor-widget elementor-widget-text-editor\" data-id=\"33f478e5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Yapay zeka ve makine \u00f6\u011frenimi, end\u00fcstriler aras\u0131nda uzun bir uygulama listesine sahiptir, ancak lojistik, bu teknolojilerin zaten b\u00fcy\u00fck bir fark yaratt\u0131\u011f\u0131 alanlardan biridir.<\/p><p>B\u00fcy\u00fck miktarda veriyi h\u0131zl\u0131 bir \u015fekilde i\u015flemek i\u00e7in bilgisayarl\u0131 g\u00f6r\u00fc ve derin \u00f6\u011frenme algoritmalar\u0131n\u0131 kullanma yetene\u011fi, lojistik \u015firketlerinin verimlili\u011fi art\u0131rmalar\u0131na, maliyetleri d\u00fc\u015f\u00fcrmelerine ve teslimat ara\u00e7lar\u0131nda hangi rotalar\u0131 izleyecekleri konusunda daha iyi kararlar almalar\u0131na yard\u0131mc\u0131 oluyor.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2b478936 elementor-widget elementor-widget-heading\" data-id=\"2b478936\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u0130\u015fte yapay zekan\u0131n \u015firketler ve \u00fclkeler aras\u0131nda mal ak\u0131\u015f\u0131n\u0131 iyile\u015ftirmek i\u00e7in kullan\u0131lma yollar\u0131ndan baz\u0131lar\u0131na bir g\u00f6z at\u0131n.<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52f2b2dc elementor-widget elementor-widget-text-editor\" data-id=\"52f2b2dc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><strong>YZ, g\u00f6nderileri izlemek i\u00e7in kullan\u0131labilir. <\/strong>YZ, g\u00f6nderileri izlemek i\u00e7in kullan\u0131l\u0131yor ve bir depo \u00e7al\u0131\u015fan\u0131n\u0131n envanterini manuel olarak g\u00fcncellemesi ve do\u011fru \u00fcr\u00fcn\u00fcn do\u011fru m\u00fc\u015fteriye g\u00f6nderildi\u011finden emin olmas\u0131 i\u00e7in ge\u00e7en s\u00fcreyi azalt\u0131yor. Bu, daha az hata yap\u0131lmas\u0131 anlam\u0131na gelir, bu da nakliye maliyetlerinde tasarruf sa\u011flar ve ayr\u0131ca m\u00fc\u015fteri memnuniyetini art\u0131r\u0131r.<\/p><p><strong>Yapay zeka, sinir a\u011flar\u0131n\u0131 e\u011fitmek i\u00e7in kullan\u0131labilir. <\/strong>Yapay zekan\u0131n, b\u00fcy\u00fck miktarda veriyi h\u0131zl\u0131 bir \u015fekilde analiz etme yetene\u011fi sayesinde tahmin do\u011frulu\u011funu iyile\u015ftirdi\u011fi ve insanlar\u0131n kolayca g\u00f6remeyebilece\u011fi tarihsel e\u011filimlere dayal\u0131 tahminler yapmas\u0131na olanak sa\u011flad\u0131\u011f\u0131 g\u00f6sterilmi\u015ftir. \u00d6rne\u011fin, YZ, belirli m\u00fc\u015fterilerin belirli zamanlarda belirli \u00fcr\u00fcnleri sat\u0131n alma e\u011filiminde olmad\u0131\u011f\u0131n\u0131, \u00f6nceki y\u0131llar\u0131n sat\u0131\u015f kay\u0131tlar\u0131na dayanarak belirleyebilir ve daha sonra bu bilgileri kendi tahminlerini yaparken kullanabilir. Yapay zeka ayr\u0131ca, bu olaylar meydana gelmeden \u00f6nce ka\u00e7 \u00e7al\u0131\u015fan\u0131n ekstra yard\u0131ma ihtiyac\u0131 olaca\u011f\u0131n\u0131 tahmin ederek (ve bunlara daha h\u0131zl\u0131 eri\u015fim sa\u011flayarak) \u015firketlerin do\u011fal afetler veya i\u015f\u00e7i grevleri gibi beklenmedik kesintilerle ba\u015fa \u00e7\u0131kmas\u0131na yard\u0131mc\u0131 olabilir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c105c41 elementor-widget elementor-widget-image\" data-id=\"7c105c41\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"628\" height=\"363\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/Lojistikte-Yapay-Zeka-Uygulamalari.png\" class=\"attachment-large size-large wp-image-3792\" alt=\"Lojistikte Yapay Zeka Uygulamalar\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/Lojistikte-Yapay-Zeka-Uygulamalari.png 628w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/Lojistikte-Yapay-Zeka-Uygulamalari-300x173.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/Lojistikte-Yapay-Zeka-Uygulamalari-18x10.png 18w\" sizes=\"(max-width: 628px) 100vw, 628px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Lojistikte Yapay Zeka Uygulamalar\u0131<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-26964b5d elementor-widget elementor-widget-heading\" data-id=\"26964b5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">G\u00f6nderileri takip edin.<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-264842f5 elementor-widget elementor-widget-text-editor\" data-id=\"264842f5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>G\u00f6nderilerinizin yerini, durumunu, i\u00e7eri\u011fini ve g\u00fcvenli\u011fini takip etmek, lojisti\u011fin \u00f6nemli bir par\u00e7as\u0131d\u0131r. Ayr\u0131ca manuel olarak yap\u0131yorsan\u0131z pahal\u0131 olabilir. Ancak YZ, s\u00fcreci otomatikle\u015ftirerek maliyetleri d\u00fc\u015f\u00fcrmenize ve performans\u0131 art\u0131rman\u0131za yard\u0131mc\u0131 olabilir.<\/p><p>\u00c7e\u015fitli kaynaklardan (kendi sistemleriniz veya \u00fc\u00e7\u00fcnc\u00fc taraf tedarik\u00e7ileriniz) gelen izleme verilerini kullanarak her bir g\u00f6nderinin herhangi bir zamanda nerede oldu\u011funa, onu kimin y\u00f6netti\u011fine ve bundan sonra ne olmas\u0131 gerekti\u011fine ili\u015fkin daha do\u011fru bir resim olu\u015fturabilirsiniz. Bu, m\u00fc\u015fterileri g\u00f6nderilerinin bulundu\u011fu yer hakk\u0131nda g\u00fcncel bilgilerle bilgilendirirken teslimat performans\u0131n\u0131 art\u0131rman\u0131za yard\u0131mc\u0131 olur.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71b9f292 elementor-widget elementor-widget-heading\" data-id=\"71b9f292\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h5 class=\"elementor-heading-title elementor-size-default\">Hasarl\u0131 \u00f6\u011feleri g\u00fcvenilir bir \u015fekilde tan\u0131mak veya limanlardaki denetim ve g\u00fcmr\u00fck i\u015flemlerini h\u0131zland\u0131rmak i\u00e7in sinir a\u011flar\u0131n\u0131 e\u011fitin.<\/h5>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fa2a1c9 elementor-widget elementor-widget-text-editor\" data-id=\"fa2a1c9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Yapay zekan\u0131n lojistikte kullan\u0131lmas\u0131, sekt\u00f6re \u00e7e\u015fitli \u015fekillerde fayda sa\u011flayabilir. \u00d6rne\u011fin, bilgisayarla g\u00f6rme tekniklerini kullanarak, sinir a\u011flar\u0131n\u0131 hasarl\u0131 \u00f6\u011feleri g\u00fcvenilir bir \u015fekilde tan\u0131yacak \u015fekilde e\u011fitebilirsiniz. Bu, \u00f6zellikle \u015firketiniz k\u0131r\u0131lgan mallar ta\u015f\u0131yorsa veya nakliye s\u0131ras\u0131nda ekstra \u00f6zen g\u00f6sterilmesi gereken b\u00fcy\u00fck boyutlu kargolarla \u00e7al\u0131\u015f\u0131yorsa kullan\u0131\u015fl\u0131d\u0131r. Ayr\u0131ca, limanlardaki denetim ve g\u00fcmr\u00fckleme i\u015flemlerini h\u0131zland\u0131rmak i\u00e7in g\u00fcmr\u00fck yaz\u0131l\u0131m\u0131yla da entegre olabilirsiniz; bu, g\u00fcmr\u00fckten ge\u00e7meyi bekleyen kamyonlar\u0131n \u00fclkelere girerken veya \u00e7\u0131karken genellikle konteyner ba\u015f\u0131na birka\u00e7 saat s\u00fcrebilen bekleme s\u00fcrelerini azalt\u0131r.<\/p><p>Bu iki uygulama i\u00e7in YZ kullanmaya ek olarak, bir\u00e7ok ba\u015fka potansiyel kullan\u0131ma da sahiptir:<\/p><ul><li>Birden fazla lokasyonda envanteri y\u00f6netme<\/li><li>Bir konumdan di\u011ferine y\u00fck g\u00f6nderilerini koordine etmek<\/li><\/ul><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b907b56 elementor-widget elementor-widget-heading\" data-id=\"5b907b56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Nakliye maliyetlerini azalt\u0131n<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6a6f3d77 elementor-widget elementor-widget-text-editor\" data-id=\"6a6f3d77\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Sevkiyat maliyetlerini azaltmak i\u00e7in, en ucuz sevkiyat zaman\u0131n\u0131 ve en ucuz sevkiyat se\u00e7eneklerini tahmin etmek i\u00e7in yapay zekay\u0131 kullanan rota optimizasyonunu kullan\u0131n. YZ, en ucuz nakliye rotalar\u0131n\u0131, y\u00f6ntemlerini ve ta\u015f\u0131y\u0131c\u0131lar\u0131n\u0131 tahmin etmek i\u00e7in de kullan\u0131labilir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f42b1c5 elementor-widget elementor-widget-heading\" data-id=\"f42b1c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Ger\u00e7ek zamanl\u0131 hava durumu verileri, tahmine dayal\u0131 bak\u0131m ve daha iyi trafik planlamas\u0131 ile tedarik zincirlerini canl\u0131 tutun.<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a101dc8 elementor-widget elementor-widget-text-editor\" data-id=\"a101dc8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><ul><li>Ger\u00e7ek zamanl\u0131 hava durumu verileri, nakliye gecikmelerinin tahmin edilmesine yard\u0131mc\u0131 olabilir.<\/li><li>Tahmine dayal\u0131 bak\u0131m, ekipman\u0131n\u0131z\u0131n sorunsuz \u00e7al\u0131\u015fmas\u0131na yard\u0131mc\u0131 olabilir ve onar\u0131m veya de\u011fi\u015ftirme zaman\u0131n\u0131n geldi\u011fini bilirsiniz.<\/li><li>Veriler, sizi hedefinize zaman\u0131nda ve m\u00fcmk\u00fcn olan en az gecikmeyle ula\u015ft\u0131racak daha iyi trafik rotalar\u0131 ve ko\u015fullar\u0131 planlaman\u0131za da yard\u0131mc\u0131 olabilir.<\/li><\/ul><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5feb0a elementor-widget elementor-widget-heading\" data-id=\"e5feb0a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Derin \u00f6\u011frenme ve sinir a\u011flar\u0131 ile tahminleri iyile\u015ftirin.<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd6dd2c elementor-widget elementor-widget-text-editor\" data-id=\"dd6dd2c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Tahmin, lojistik operasyonlar\u0131n kritik bir bile\u015fenidir. Tedarik zinciri d\u00fczeyinde, talep genellikle olduk\u00e7a de\u011fi\u015fken ve \u00f6ng\u00f6r\u00fclemezdir, bu da tahmin yapmay\u0131 hem \u015firketlerin ba\u015far\u0131s\u0131n\u0131 hem de bir b\u00fct\u00fcn olarak ekonomimizin sa\u011fl\u0131\u011f\u0131n\u0131 etkileyen \u00f6nemli bir fakt\u00f6r haline getirir.<\/p><p>Bu noktada, talep tahmini ve ara\u00e7 \u00e7izelgeleme gibi lojistikte bir\u00e7ok sorunu \u00e7\u00f6zmek i\u00e7in derin \u00f6\u011frenmenin nas\u0131l kullan\u0131labilece\u011fini g\u00f6rd\u00fck. Bu b\u00f6l\u00fcmde, a\u015fa\u011f\u0131daki gibi sorular\u0131 yan\u0131tlayarak kurumsal d\u00fczeyde tahminleri iyile\u015ftirmek i\u00e7in derin \u00f6\u011frenmenin nas\u0131l uygulanabilece\u011fini ke\u015ffedece\u011fiz: Gelecek y\u0131l sat\u0131\u015f hacmimiz ne olacak?<\/p><p>Tahminde derin \u00f6\u011frenmenin de\u011feri, \u00e7e\u015fitli \u00e7al\u0131\u015fmalar taraf\u0131ndan iyi bir \u015fekilde belirlenmi\u015ftir, ancak bu alanda ana teknoloji haline gelmeden \u00f6nce hala \u00fcstesinden gelinmesi gereken baz\u0131 zorluklar vard\u0131r; yani:<\/p><ol><li>Makine \u00f6\u011frenimi algoritmalar\u0131n\u0131n verimlili\u011fini art\u0131rmak;<\/li><li>E\u011fitim modelleri i\u00e7in kullan\u0131lan hassas verilerle ilgili gizlilik endi\u015felerinin ele al\u0131nmas\u0131;<\/li><li>E\u011fitim s\u0131ras\u0131nda yap\u0131lan model tasar\u0131m\u0131 se\u00e7imlerinde \u015feffafl\u0131\u011f\u0131n artt\u0131r\u0131lmas\u0131;<\/li><li>Payda\u015flar\u0131n s\u0131n\u0131rl\u0131 olmak yerine g\u00f6rselle\u015ftirmeleri kullanarak belirli tahminlerin neden yap\u0131ld\u0131\u011f\u0131n\u0131 daha iyi anlamalar\u0131na yard\u0131mc\u0131 olacak ara\u00e7lar olu\u015fturmak<\/li><\/ol><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-69dee04 elementor-widget elementor-widget-heading\" data-id=\"69dee04\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Tedarik zincirlerinde beklenmedik kesintilerle ba\u015fa \u00e7\u0131k\u0131n.<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b796d85 elementor-widget elementor-widget-text-editor\" data-id=\"b796d85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Tedarik zincirindeki kesintiler, \u00f6zellikle tedarik zincirinin \u00f6nemli anlar\u0131nda meydana geldi\u011finde maliyetli ve hatta y\u0131k\u0131c\u0131 olabilir. \u00d6rne\u011fin, tedarik\u00e7ilerinizden birinden taze \u00fcr\u00fcn sipari\u015fi alan b\u00fcy\u00fck bir g\u0131da perakendecisi oldu\u011funuzu varsayal\u0131m. Ne yaz\u0131k ki, bu g\u00f6nderi, nakliyeyle ilgili ikincil bir sorun nedeniyle birka\u00e7 g\u00fcn gecikti. \u00d6ncelikli endi\u015feniz, m\u00fc\u015fterilerin sipari\u015flerini almadaki gecikmeden memnun olmayaca\u011f\u0131d\u0131r; sat\u0131\u015flar veya m\u00fc\u015fteri sadakati \u00fczerinde uzun vadeli etkiler olmad\u0131\u011f\u0131ndan emin olman\u0131z gerekir. Neyse ki, esnek tedarik zincirlerine sahip olmak, i\u015f operasyonlar\u0131 \u00fczerinde olumsuz etkiler olmaks\u0131z\u0131n bu t\u00fcr kesintilere izin verir.<\/p><p><strong>\u00a0<\/strong><strong>\u00c7\u00f6z\u00fcm?<\/strong> \u015eirketler, aksamalara yol a\u00e7an gereksiz riskleri azaltmak i\u00e7in ad\u0131mlar atmal\u0131d\u0131r: \u00f6\u011felerin stoklanmas\u0131; kaynaklar\u0131 \u00e7e\u015fitlendirmek; tek bir noktan\u0131n di\u011fer her \u015feyi etkilememesi i\u00e7in fazlal\u0131k kullanma (buna hem fiziksel konumlar hem de sat\u0131c\u0131lar dahildir).<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5e4ae6 elementor-widget elementor-widget-heading\" data-id=\"b5e4ae6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Makine \u00f6\u011frenimini kullanan planlama yaz\u0131l\u0131m\u0131yla operasyonlar\u0131 iyile\u015ftirin.<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93c642a elementor-widget elementor-widget-text-editor\" data-id=\"93c642a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p><strong>Makine \u00f6\u011frenimi nedir?<\/strong> Makine \u00f6\u011frenimi, yapay zekan\u0131n (YZ) bir alt k\u00fcmesidir. Makinelerin \u00f6nceki deneyimlere dayanarak performanslar\u0131n\u0131 \u00f6\u011frenme ve iyile\u015ftirme yetene\u011fini ifade eder. Makine \u00f6\u011frenimi algoritmalar\u0131, bir \u00fcr\u00fcne olan talebi tahmin etmek veya belirli bir teslimat i\u00e7in hangi rotan\u0131n en verimli olaca\u011f\u0131n\u0131 tahmin etmek gibi gelecekteki olaylar hakk\u0131nda tahminler yapmak i\u00e7in lojistik yaz\u0131l\u0131mlar\u0131nda kullan\u0131labilir.<\/p><p><strong>Lojistikte makine \u00f6\u011frenimi \u00f6rnekleri:<\/strong> Amazon, envanteri ne zaman yeniden stoklamas\u0131 veya m\u00fc\u015fterilere ne zaman yeni \u00fcr\u00fcnler \u00f6nermesi gerekti\u011fini belirlemek i\u00e7in hava durumu raporlar\u0131 ve ge\u00e7mi\u015f sat\u0131\u015f kal\u0131plar\u0131 gibi di\u011fer veri kaynaklar\u0131yla birlikte makine \u00f6\u011frenimi algoritmalar\u0131n\u0131 kullan\u0131r. Havayollar\u0131, ge\u00e7mi\u015f olaylardan gelen e\u011filimlere dayal\u0131 olarak u\u00e7u\u015f gecikmelerini ve iptallerini tahmin etmek i\u00e7in benzer teknolojiyi kullan\u0131r.<\/p><p><strong>\u00a0<\/strong><strong>Onu bu kadar kullan\u0131\u015fl\u0131 yapan nedir?<\/strong> Bir\u00e7ok kurulu\u015f taraf\u0131ndan toplanan artan miktarda mevcut veri ile, analiz i\u00e7in \u00e7ok say\u0131da bilgi mevcuttur. \u0130\u015fletmeler bu bilgiyi tahmin amac\u0131yla kullanabilir; \u00f6rne\u011fin, Pazartesi g\u00fcnleri belirli bir \u00fcr\u00fcn\u00fc haftan\u0131n herhangi bir g\u00fcn\u00fcnden daha fazla m\u00fc\u015fteri sat\u0131n al\u0131yorsa, daha y\u00fcksek talep gelece\u011fi i\u00e7in depo personelimizin Pazartesi vardiyalar\u0131nda daha fazla saat \u00e7al\u0131\u015fmas\u0131n\u0131 isteyebiliriz. o g\u00fcn kap\u0131m\u0131zdan! Bu, ev \u00fcsleri (ofisiniz) aras\u0131nda gereksiz yere gidip gelmeleri ortadan kald\u0131rarak zamandan tasarruf sa\u011flarken yak\u0131t t\u00fcketimiyle ili\u015fkili maliyetleri de azalt\u0131r.&#8221;<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f293741 elementor-widget elementor-widget-heading\" data-id=\"f293741\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Depolama i\u015f ak\u0131\u015flar\u0131n\u0131 kolayla\u015ft\u0131ran AR\/VR yaz\u0131l\u0131m\u0131yla operasyonlar\u0131 g\u00f6rselle\u015ftirin.<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e76b3b4 elementor-widget elementor-widget-text-editor\" data-id=\"e76b3b4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Art\u0131r\u0131lm\u0131\u015f Ger\u00e7eklik ve Sanal Ger\u00e7eklik (AR\/VR) yaz\u0131l\u0131m\u0131, end\u00fcstrilerdeki \u015firketlerin operasyonlar\u0131n\u0131 g\u00f6rselle\u015ftirmelerine yard\u0131mc\u0131 oluyor. AR\/VR, eldeki envanterin daha do\u011fru bir g\u00f6r\u00fcn\u00fcm\u00fcn\u00fc sa\u011flayarak depolama i\u015f ak\u0131\u015flar\u0131n\u0131 d\u00fczene sokabilece\u011fi ve \u00fcretkenli\u011fi art\u0131rabilece\u011finden, depolama bu e\u011filimin bir istisnas\u0131 de\u011fildir.<\/p><p>\u00d6rne\u011fin, bir raf veya palet \u00fczerindeki her bir \u00fcr\u00fcn\u00fc depodaki uygun yerine ta\u015f\u0131madan \u00f6nce manuel olarak kontrol etmek yerine, \u00e7al\u0131\u015fanlar AR yaz\u0131l\u0131m\u0131n\u0131 kullanarak \u00fcr\u00fcnleri cep telefonlar\u0131yla tarayabilir ve nereye gitmeleri gerekti\u011fini an\u0131nda \u00f6\u011frenebilirler. Bu teknoloji, g\u00f6nderileri takip etmek i\u00e7in yard\u0131ma ihtiya\u00e7 duyan depo y\u00f6neticileri veya katipler taraf\u0131ndan kullan\u0131labilir. Ayr\u0131ca, i\u015f\u00e7ilerin elleriyle dokunmadan \u00f6nce hasar g\u00f6rmelerine izin vererek, stoklama i\u015flemleri s\u0131ras\u0131nda hasarl\u0131 \u00f6\u011felerin belirlenmesine yard\u0131mc\u0131 olabilir; bu yayg\u0131n bir uygulama, parmak izlerinden kontaminasyona veya ambalaj malzemelerindeki \u00e7atlaklar aras\u0131na kir girmesine neden olur.&#8221;<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5e0d74 elementor-widget elementor-widget-heading\" data-id=\"b5e0d74\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">\u0130ster devam eden bir mal ak\u0131\u015f\u0131n\u0131 y\u00f6netiyor olun, ister bir pandeminin ortas\u0131nda insanlara temel malzemeleri sa\u011flamaya \u00e7al\u0131\u015f\u0131yor olun, yapay zeka her \u015feyin \u00fcstesinden gelir.<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f034819 elementor-widget elementor-widget-text-editor\" data-id=\"f034819\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>\u0130ster devam eden bir mal ak\u0131\u015f\u0131n\u0131 y\u00f6netiyor olun, ister bir pandeminin ortas\u0131nda insanlara temel malzemeleri sa\u011flamaya \u00e7al\u0131\u015f\u0131yor olun, yapay zeka her \u015feyin \u00fcstesinden gelir.<\/p><p>Lojistik sekt\u00f6r\u00fc b\u00fcy\u00fck bir de\u011fi\u015fimin e\u015fi\u011finde. McKinsey&#8217;in yak\u0131n tarihli bir raporu, teknolojinin tek ba\u015f\u0131na 2030 y\u0131l\u0131na kadar k\u00fcresel ekonomiye 1 trilyon dolar ekleyebilece\u011fini tahmin ediyor &#8211; ve bu sadece tedarik zinciri y\u00f6netiminde. YZ bu b\u00fcy\u00fcmenin b\u00fcy\u00fck bir par\u00e7as\u0131 olacak. Accenture taraf\u0131ndan yap\u0131lan ba\u015fka bir ara\u015ft\u0131rmaya g\u00f6re, ankete kat\u0131lan y\u00f6neticilerin %67&#8217;si i\u015f operasyonlar\u0131nda zaten YZ teknolojilerini kulland\u0131klar\u0131n\u0131 ve %58&#8217;i \u00f6n\u00fcm\u00fczdeki \u00fc\u00e7 y\u0131l i\u00e7inde bunlar\u0131 benimsemeyi planlad\u0131klar\u0131n\u0131 s\u00f6yledi.<\/p><p>Daha fazla \u015firket YZ \u00e7\u00f6z\u00fcmlerini benimserken \u015firketinizin rekabet\u00e7i kalmas\u0131n\u0131 istiyorsan\u0131z, i\u015f ak\u0131\u015flar\u0131nda ve s\u00fcre\u00e7lerinde etkin bir \u015fekilde kullanabilmeleri i\u00e7in bu yeni ara\u00e7lar\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 anlaman\u0131z sizin ve \u00e7al\u0131\u015fanlar\u0131n\u0131z i\u00e7in \u00f6nemlidir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-70c2f1c0 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"70c2f1c0\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-f4866bb\" data-id=\"f4866bb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-13b0875a elementor-widget elementor-widget-image\" data-id=\"13b0875a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-212cccdf elementor-widget elementor-widget-heading\" data-id=\"212cccdf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\"><a href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\">GHB Dil Edinim Modeli<\/a><\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b14c4cb elementor-widget elementor-widget-heading\" data-id=\"b14c4cb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Edit\u00f6r<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-165e706c elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"165e706c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"social-icons.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-social-icons-wrapper elementor-grid\">\n\t\t\t\t\t\t\t<span class=\"elementor-grid-item\">\n\t\t\t\t\t<a class=\"elementor-icon elementor-social-icon elementor-social-icon-globe elementor-repeater-item-77a48c2\" href=\"https:\/\/aix.web.tr\/yapay-zeka-ghb-dil-edinim-modeli\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Globe<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fas fa-globe\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-7350dc1f\" data-id=\"7350dc1f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-35a6c6e6 elementor-widget elementor-widget-heading\" data-id=\"35a6c6e6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Telegram!<\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-312e01e8 elementor-align-left elementor-widget elementor-widget-button\" data-id=\"312e01e8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-lg elementor-animation-grow\" href=\"https:\/\/t.me\/yzturkiye\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Telegram Grubumuza kat\u0131l\u0131n!<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c8832b5 elementor-widget elementor-widget-heading\" data-id=\"3c8832b5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h6 class=\"elementor-heading-title elementor-size-default\">Bunlar ilginizi \u00e7ekebilir!<\/h6>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8228cf premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"d8228cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;premium_blog_columns_number&quot;:&quot;33.33%&quot;,&quot;premium_blog_grid&quot;:&quot;yes&quot;,&quot;premium_blog_layout&quot;:&quot;even&quot;,&quot;premium_blog_columns_number_tablet&quot;:&quot;50%&quot;,&quot;premium_blog_columns_number_mobile&quot;:&quot;100%&quot;}\" data-widget_type=\"premium-addon-blog.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n\t\t\n\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"3786\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\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<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\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<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\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<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Lojistikte Yapay Zeka Uygulamalar\u0131 &#x1f916; Dikkat! Bu makale yapay zeka taraf\u0131ndan haz\u0131rlanm\u0131\u015ft\u0131r. Daha \u00f6nce haz\u0131rlam\u0131\u015f oldu\u011fumuz Dil Edinim Modeli kullan\u0131lm\u0131\u015ft\u0131r. &times; Uyar\u0131y\u0131 g\u00f6rmezden gel Yapay&hellip;<\/p>","protected":false},"author":1,"featured_media":3792,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[16,17,7,48],"class_list":["post-3786","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-lojistik","tag-yapay-zeka","tag-yapay-zeka-arastirma","tag-yapay-zeka-nedir"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/3786","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=3786"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/3786\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/3792"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=3786"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=3786"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=3786"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}