{"id":6356,"date":"2024-02-22T04:41:21","date_gmt":"2024-02-22T04:41:21","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6356"},"modified":"2024-02-22T04:41:22","modified_gmt":"2024-02-22T04:41:22","slug":"yapay-zeka-ve-otomasyon-isinizi-elinizden-alacak-mi","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-otomasyon-isinizi-elinizden-alacak-mi\/","title":{"rendered":"Yapay Zeka ve Otomasyon \u0130\u015finizi Elinizden Alacak M\u0131?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6356\" class=\"elementor elementor-6356\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e77cdfc elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e77cdfc\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e8e4396\" data-id=\"e8e4396\" 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-5883b8a elementor-widget elementor-widget-shortcode\" data-id=\"5883b8a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\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-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" 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-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" 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-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" 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\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" 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-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\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<\/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\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-00a84ae elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"00a84ae\" data-element_type=\"section\" data-e-type=\"section\" 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-7cf50aa\" data-id=\"7cf50aa\" 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-cf385f6 elementor-widget elementor-widget-heading\" data-id=\"cf385f6\" 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\">Yapay Zeka ve Otomasyon \u0130\u015finizi Elinizden Alacak M\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-aa262ea elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"aa262ea\" data-element_type=\"section\" data-e-type=\"section\">\n\t\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-bf1f444\" data-id=\"bf1f444\" 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-db5df59 elementor-widget elementor-widget-text-editor\" data-id=\"db5df59\" 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=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"subtitle\"><div class=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-fumkx-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-fumkx-1n7m0yu\"><div class=\"flex flex-col text-sm gizmo:pb-9 dark:bg-gray-800 gizmo:dark:bg-transparent\"><div class=\"w-full text-token-text-primary border-b border-black\/10 gizmo:border-0 dark:border-gray-900\/50 gizmo:dark:border-0 bg-gray-50 gizmo:bg-transparent dark:bg-[#444654] gizmo:dark:bg-transparent\" data-testid=\"conversation-turn-3\"><div class=\"p-4 gizmo:py-2 justify-center text-base md:gap-6 md:py-6 m-auto\"><div class=\"flex flex-1 gap-4 text-base mx-auto md:gap-6 gizmo:gap-3 gizmo:md:px-5 gizmo:lg:px-1 gizmo:xl:px-5 md:max-w-2xl lg:max-w-[38rem] gizmo:md:max-w-3xl gizmo:lg:max-w-[40rem] gizmo:xl:max-w-[48rem] xl:max-w-3xl } group final-completion\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gizmo:w-full lg:w-[calc(100%-115px)] agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full gap-3 gizmo:gap-0\"><div class=\"min-h-[20px] text-message flex flex-col items-start gap-3 whitespace-pre-wrap break-words [.text-message+&amp;]:mt-5 overflow-x-auto\" data-message-author-role=\"assistant\" data-message-id=\"fbaab8fa-3489-4c21-88b5-706277815ba2\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>B\u00fcy\u00fck \u00f6l\u00e7ekli end\u00fcstrile\u015fmenin ba\u015flad\u0131\u011f\u0131 d\u00f6nemden bu yana otomasyon, geni\u015f \u00e7apl\u0131 i\u015f kay\u0131plar\u0131na neden oldu. \u00d6zellikle otomotiv end\u00fcstrisinin robotlarla insanlar\u0131 de\u011fi\u015ftirmesi, Detroit gibi \u015fehirleri olumsuz etkiledi. G\u00fcn\u00fcm\u00fczde, bu etkilenen yerlerin bir\u00e7o\u011fu, eski canl\u0131 ve geli\u015fmi\u015f g\u00fcnlerinin yaln\u0131zca g\u00f6lgesinde varl\u0131klar\u0131n\u0131 s\u00fcrd\u00fcr\u00fcyor.<\/p><p>Ekonomiye robotlar\u0131n kat\u0131lmas\u0131, i\u015f\u00e7ilerin yerine ge\u00e7iyor. <a href=\"https:\/\/www.journals.uchicago.edu\/doi\/full\/10.1086\/705716\" target=\"_blank\" rel=\"noopener\">Chicago \u00dcniversitesi&#8217;nde yap\u0131lan bir ara\u015ft\u0131rma, ekonomiye her 1000 i\u015f\u00e7i i\u00e7in bir makinenin eklenmesinin istihdam oran\u0131n\u0131 en az %0,18 oran\u0131nda azaltt\u0131\u011f\u0131n\u0131 g\u00f6sterdi.<\/a> Bu oran k\u00fc\u00e7\u00fck g\u00f6r\u00fcnebilir, ancak ABD gibi b\u00fcy\u00fck bir \u00fclkede bu, yakla\u015f\u0131k yar\u0131m milyon i\u015f kayb\u0131na denk gelir. Bu da orta \u00f6l\u00e7ekli bir i\u015f\u00e7i kentinin i\u015fsizlikle y\u00fczle\u015fmesine e\u015fde\u011ferdir.<\/p><p>Bu i\u015f\u00e7iler, yeni i\u015fler ve tamamen yeni sekt\u00f6rler bulma zorunlulu\u011fuyla acil ve do\u011frudan bir krizle kar\u015f\u0131 kar\u015f\u0131yalar. \u0130\u015fsizlik, i\u015fg\u00fcc\u00fc d\u0131\u015f\u0131nda kald\u0131klar\u0131 s\u00fcre boyunca harcamalar\u0131n\u0131 k\u0131sarak ekonominin genelini olumsuz etkiler. \u0130\u015fsizlik, ekonomiye dahil olan herkesi etkiler.<\/p><p>D\u00f6rd\u00fcnc\u00fc sanayi devriminin tam anlam\u0131yla ya\u015fanmas\u0131yla birlikte, bu korku bir kez daha hissedilmekte. <a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a>, sadece basit ve tekrarlayan i\u015fleri de\u011fil, ayn\u0131 zamanda karma\u015f\u0131k g\u00f6revleri bile otomatikle\u015ftirme potansiyeline sahiptir. Bu, emek tasarrufu potansiyeli olarak d\u00fc\u015f\u00fcn\u00fcld\u00fc\u011f\u00fcnde heyecan verici gelebilir, ancak sosyal sonu\u00e7lar\u0131 g\u00f6z \u00f6n\u00fcne almadan d\u00fc\u015f\u00fcnmek risklidir. Hi\u00e7bir \u015fehir, iflas ve \u00e7\u00f6k\u00fc\u015fle y\u00fczle\u015fmek istemez. \u0130\u015flerin baz\u0131 k\u0131s\u0131mlar\u0131 s\u0131k\u0131c\u0131 ve tekrarlay\u0131c\u0131 olabilir, ancak hi\u00e7bir i\u015f\u00e7i ge\u00e7im kaynaklar\u0131n\u0131 kaybetmek istemez.<\/p><p>Ancak, haberler tamamen karamsar de\u011fil. Otomotiv end\u00fcstrisinde robotlar olmasayd\u0131, General Motors veya Tesla gibi \u015firketlerin \u00fcretti\u011fi yenilik\u00e7i \u00fcr\u00fcnler hayal bile edilemezdi. Teknoloji fabrikalar\u0131ndaki robotlar olmasayd\u0131, \u015fu an bu makaleyi okudu\u011funuz cihaz bile mevcut olmayabilirdi. Yapay zeka destekli \u00f6neri algoritmalar\u0131 olmasayd\u0131, bu makaleyle hi\u00e7 kar\u015f\u0131la\u015fmam\u0131\u015f olabilirdiniz.<\/p><p>Detroit&#8217;in \u00e7\u00f6k\u00fc\u015f\u00fc gibi trajik hikayeleri anlamak duygusal bir deneyim olabilir. Ancak yapay zeka destekli devrim s\u00f6z konusu oldu\u011funda, tarih tekerr\u00fcr etmeyecek umut verici nedenlerle dolu.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/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-7069662 elementor-widget elementor-widget-image\" data-id=\"7069662\" 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=\"843\" height=\"468\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-ve-Otomasyon-Isinizi-Elinizden-Alacak-Mi.webp\" class=\"attachment-large size-large wp-image-6357\" alt=\"Yapay Zeka ve Otomasyon \u0130\u015finizi Elinizden Alacak M\u0131?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-ve-Otomasyon-Isinizi-Elinizden-Alacak-Mi.webp 900w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-ve-Otomasyon-Isinizi-Elinizden-Alacak-Mi-300x167.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-ve-Otomasyon-Isinizi-Elinizden-Alacak-Mi-768x427.webp 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/02\/Yapay-Zeka-ve-Otomasyon-Isinizi-Elinizden-Alacak-Mi-18x10.webp 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yapay Zeka ve Otomasyon \u0130\u015finizi Elinizden Alacak M\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-9991166 elementor-widget elementor-widget-heading\" data-id=\"9991166\" 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\">Robotlar\u0131 Benimseyen \u015eirketler Daha Fazla \u0130\u015f\u00e7i \u00c7al\u0131\u015ft\u0131r\u0131yor\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2d4363 elementor-widget elementor-widget-text-editor\" data-id=\"f2d4363\" 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<p>Makroekonomik d\u00fczeyde, mant\u0131k olduk\u00e7a basit g\u00f6r\u00fcn\u00fcyor: E\u011fer yapay zeka, i\u015f\u00e7ileri i\u015fsiz b\u0131rak\u0131rsa, bu da i\u015fsizli\u011fin artmas\u0131na neden olacakt\u0131r. Fransa&#8217;da yap\u0131lan bir ara\u015ft\u0131rma, bu \u015f\u00fcpheyi do\u011frular gibi g\u00f6r\u00fcn\u00fcyor. Yazarlar, belirli bir end\u00fcstride robot say\u0131s\u0131ndaki %20&#8217;lik bir art\u0131\u015f\u0131n, istihdamda %1,6&#8217;l\u0131k bir d\u00fc\u015f\u00fc\u015fe yol a\u00e7t\u0131\u011f\u0131n\u0131 buldu. Robotlar genel bir terim olsa da, yapay zekan\u0131n benzer sonu\u00e7lara yol a\u00e7abilece\u011fini varsayabiliriz.<\/p><p>Ancak bak\u0131\u015f a\u00e7\u0131s\u0131n\u0131 ulusal ekonomiden bireysel \u015firketlere kayd\u0131rd\u0131\u011f\u0131m\u0131zda, ger\u00e7eklik farkl\u0131la\u015f\u0131yor. \u0130lgin\u00e7 bir \u015fekilde, robotlar\u0131 benimseyen \u015firketler daha fazla i\u015f\u00e7i istihdam ediyor. Bu veriler, daha g\u00fc\u00e7l\u00fc b\u00fcy\u00fcme g\u00f6steren \u015firketlerin daha erken a\u015famada daha fazla robota yat\u0131r\u0131m yapabilece\u011fi ve bu sayede daha h\u0131zl\u0131 \u00f6l\u00e7eklenebilece\u011fi ger\u00e7e\u011fini yans\u0131tabilir.<\/p><p>Ancak robotlar\u0131n \u015firketlerin insan i\u015fg\u00fcc\u00fcn\u00fc geni\u015fletmeye yard\u0131mc\u0131 oldu\u011funa dair baz\u0131 g\u00fc\u00e7l\u00fc nedenler de var. Fransa&#8217;daki ara\u015ft\u0131rma, i\u015f\u00e7ilerin ve robotlar\u0131n i\u015f y\u00fck\u00fcn\u00fc payla\u015fmas\u0131 durumunda, i\u015f\u00e7i ba\u015f\u0131na katma de\u011ferin artaca\u011f\u0131n\u0131 \u00f6ne s\u00fcr\u00fcyor.<\/p><p>\u00d6rne\u011fin, bir \u015firketi d\u00fc\u015f\u00fcn\u00fcn ki 100$ de\u011ferinde bir \u00fcr\u00fcn \u00fcretmek i\u00e7in be\u015f i\u015f\u00e7i \u00e7al\u0131\u015ft\u0131r\u0131yor. Ortalama olarak, her \u00e7al\u0131\u015fan nihai \u00fcr\u00fcne 20$ katk\u0131da bulunuyor. Bu \u015firket bir miktar b\u00fcy\u00fcme ya\u015fad\u0131ktan sonra robotlar\u0131 benimser ve art\u0131k \u00fcr\u00fcn ba\u015f\u0131na sadece iki i\u015f\u00e7iye ihtiya\u00e7 duyar, \u00e7\u00fcnk\u00fc geri kalan\u0131n\u0131 robotlar yapar. Sonu\u00e7 olarak, kalan iki i\u015f\u00e7i, her biri nihai \u00fcr\u00fcne 50$ katk\u0131da bulunuyor. Bu, verimlilikte dramatik bir art\u0131\u015f oldu\u011fundan, \u015firket faaliyetlerini geni\u015fletebilir ve ek i\u015f\u00e7ileri i\u015fe alabilir; bu i\u015f\u00e7iler de art\u0131k her biri 50 dolar katk\u0131da bulunabilir (robot \u00f6ncesi a\u015famada 20 dolar). Bu mekanizma, bir \u015firketin i\u015fg\u00fcc\u00fc talebini art\u0131r\u0131r, dolay\u0131s\u0131yla \u00fcr\u00fcn ve hizmet yelpazesini geni\u015fletmek i\u00e7in daha fazla i\u015f\u00e7i i\u015fe almaya karar verebilir.<\/p><p>Robotlar\u0131 benimseyen i\u015fletmeler ayn\u0131 zamanda \u00e7al\u0131\u015fan say\u0131lar\u0131n\u0131 art\u0131r\u0131yor, \u00e7\u00fcnk\u00fc \u00fcr\u00fcn ve hizmet sa\u011flamak genellikle daha ucuz oluyor. Elbette, makine sat\u0131n almak \u00f6n yat\u0131r\u0131md\u0131r ve bak\u0131m gerektirebilir. Ancak robotlar yorulmaz, hastalanmaz veya tatile ihtiya\u00e7 duymaz. Uzun vadede bu verimlilik, maliyetleri azalt\u0131r ve bu \u015firketlerin kendi sekt\u00f6rlerinde daha fazla pazar pay\u0131 elde etmelerini kolayla\u015ft\u0131r\u0131r, \u00e7\u00fcnk\u00fc ayn\u0131 fiyata daha kaliteli \u00fcr\u00fcnler sunabilirler veya ayn\u0131 kaliteyi koruyarak rakiplerinden daha d\u00fc\u015f\u00fck fiyatlar sunabilirler.<\/p><p><a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3422581\" target=\"_blank\" rel=\"noopener\">Kanada\u00a0<\/a>,\u00a0<a href=\"https:\/\/static1.squarespace.com\/static\/5d35e72fcff15f0001b48fc2\/t\/5dcf78576d59eb44eac86f63\/1573877848584\/humlumJMP.pdf\" target=\"_blank\" rel=\"noopener\">Danimarka\u00a0<\/a>ve\u00a0<a href=\"https:\/\/papers.ssrn.com\/sol3\/papers.cfm?abstract_id=3377705\" target=\"_blank\" rel=\"noopener\">\u0130spanya&#8217;daki\u00a0<\/a> ara\u015ft\u0131rmalar da benzer sonu\u00e7lara var\u0131yor. ABD&#8217;de hen\u00fcz b\u00f6yle bir \u00e7al\u0131\u015fma yap\u0131lmam\u0131\u015f olsa da, \u015firketlerin rekabet\u00e7i kalabilmek i\u00e7in sekt\u00f6rlerindeki istihdam azalsa bile robotlara yat\u0131r\u0131m yapmalar\u0131 gerekti\u011fi g\u00f6r\u00fclmektedir.<\/p><p>Ancak unutmam\u0131z gereken bir \u015fey, her yapay zeka sisteminin bir robot olarak g\u00f6r\u00fclebilece\u011fi, ancak her robotun yapay zeka i\u00e7ermedi\u011fidir. Yapay zekaya yat\u0131r\u0131m yapmak, genel robot teknolojisi gibi daha fazla kurumsal b\u00fcy\u00fcmeye yol a\u00e7abilir. Neyse ki, yapay zeka, di\u011fer robotlardan farkl\u0131 olarak sekt\u00f6r \u00e7ap\u0131nda istihdamda bir d\u00fc\u015f\u00fc\u015fe neden olmayabilir.<\/p><p><a href=\"https:\/\/www.aeaweb.org\/conference\/2020\/preliminary\/1265?q=eNqrVipOLS7OzM8LqSxIVbKqhnGVrAxrawGlCArI\" target=\"_blank\" rel=\"noopener\">Hollanda&#8217;da yap\u0131lan\u00a0<\/a>bir \u00e7al\u0131\u015fma, Frans\u0131z, Kanada, Danimarka ve \u0130spanyol ara\u015ft\u0131rmalar\u0131yla benzer bir sonuca var\u0131yor; yani daha fazla otomasyon, yani daha fazla robot, daha fazla i\u015fsizli\u011fe yol a\u00e7\u0131yor. Bununla birlikte, bu \u00e7al\u0131\u015fman\u0131n g\u00f6stermedi\u011fi \u015fey, yapay zeka ile ekonomik b\u00fcy\u00fcme aras\u0131ndaki ba\u011flant\u0131d\u0131r. Ancak bu konuda da ba\u015fka \u00e7al\u0131\u015fmalar mevcuttur.<\/p>\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-307442b elementor-widget elementor-widget-heading\" data-id=\"307442b\" 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 Patlay\u0131c\u0131 B\u00fcy\u00fcmeyi Art\u0131rmaya Haz\u0131r\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f404f5 elementor-widget elementor-widget-text-editor\" data-id=\"6f404f5\" 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<p dir=\"ltr\"><span>\u0130nternetin y\u00fckseli\u015fine tan\u0131k olacak kadar ya\u015fl\u0131 okuyucular (yazar o zamanlar \u00e7ok k\u00fc\u00e7\u00fckt\u00fc), internetin i\u015fsizlikle ilgili\u00a0<\/span><a href=\"https:\/\/eprints.qut.edu.au\/1550\/1\/UnemplInternet.pdf\" target=\"_blank\" rel=\"noopener\"><span>benzer endi\u015feleri nas\u0131l g\u00fcndeme getirdi\u011fini hat\u0131rlayabilir\u00a0<\/span><\/a><span>.\u00a0Sadece 20 y\u0131l \u00f6nce yayg\u0131nla\u015fmas\u0131na ra\u011fmen o zamandan bu yana milyonlarca ki\u015fiye i\u015f imkan\u0131 yaratt\u0131 ve\u00a0<\/span><span>ABD&#8217;nin gayri safi yurt i\u00e7i has\u0131las\u0131n\u0131n\u00a0<\/span><a href=\"https:\/\/internetassociation.org\/publications\/measuring-us-internet-sector-2019\/\" target=\"_blank\" rel=\"noopener\"><span>y\u00fczde 10&#8217;unu olu\u015fturuyor.\u00a0<\/span><\/a><span>Belki daha da \u00f6nemlisi internet, otomobil end\u00fcstrisindeki otomasyon gibi \u015fehirlerdeki d\u00fc\u015f\u00fc\u015ften sorumlu de\u011fil.<\/span><\/p><p dir=\"ltr\"><span>PwC&#8217;ye g\u00f6re \u015fu anda CEO&#8217;lar\u0131n\u00a0<\/span><a href=\"https:\/\/www.pwc.com\/gx\/en\/ceo-survey\/2019\/report\/pwc-22nd-annual-global-ceo-survey.pdf\" target=\"_blank\" rel=\"noopener\"><span>y\u00fczde 63&#8217;\u00fc\u00a0<\/span><\/a><span>yapay zekan\u0131n internetten daha b\u00fcy\u00fck bir etkiye sahip olaca\u011f\u0131na inan\u0131yor.\u00a0PwC, k\u00fcresel yapay zeka ara\u015ft\u0131rmas\u0131nda, 2030 y\u0131l\u0131na kadar k\u00fcresel GSY\u0130H&#8217;n\u0131n yaln\u0131zca yapay zeka nedeniyle y\u00fczde 26 artaca\u011f\u0131n\u0131 tahmin ediyor.\u00a0Bu, \u00c7in ve Hindistan&#8217;\u0131n mevcut GSY\u0130H&#8217;s\u0131n\u0131n toplam\u0131ndan daha fazla.<\/span><\/p><p dir=\"ltr\"><span>Ortamdaki tek iyimser ki\u015fi PwC de\u011fil.\u00a0D\u00fcnya Ekonomik Forumu, 2025 y\u0131l\u0131na kadar yapay zeka yoluyla\u00a0<\/span><a href=\"https:\/\/www.weforum.org\/reports\/the-future-of-jobs-report-2020\" target=\"_blank\" rel=\"noopener\"><span>97 milyon\u00a0<\/span><\/a><span>yeni i\u015f yarat\u0131laca\u011f\u0131n\u0131 tahmin ediyor. Ayn\u0131 d\u00f6nemde yakla\u015f\u0131k 85 milyon i\u015fin kaybedilece\u011fini de tahmin ediyorlar, ancak bu yine de 12 milyonluk net i\u015f fazlas\u0131 anlam\u0131na geliyor.<\/span><\/p><p dir=\"ltr\"><span>Bununla birlikte, bu i\u015flerin da\u011f\u0131l\u0131m\u0131 e\u015fit olmayabilir.\u00a0<\/span><span>Yapay zeka nedeniyle\u00a0\u0130sve\u00e7 ve ABD&#8217;de verimlili\u011fin 2035 y\u0131l\u0131na kadar\u00a0<\/span><a href=\"https:\/\/www.weforum.org\/agenda\/2020\/12\/ai-productivity-automation-artificial-intelligence-countries\/\" target=\"_blank\" rel=\"noopener\"><span>y\u00fczde 35&#8217;ten fazla artmas\u0131 bekleniyor.\u00a0<\/span><\/a><span>Ancak Fransa ve \u0130spanya i\u00e7in kazan\u00e7lar y\u00fczde 20&#8217;den az olabilir.<\/span><\/p><p dir=\"ltr\"><span>Ancak bu etki san\u0131ld\u0131\u011f\u0131 kadar b\u00fcy\u00fck olmayabilir.\u00a0D\u00fcnya Ekonomik Forumu, 2030 y\u0131l\u0131na kadar yapay zek\u00e2ya ba\u011fl\u0131 ekonomik b\u00fcy\u00fcmenin\u00a0<\/span><a href=\"https:\/\/www.weforum.org\/agenda\/2020\/10\/dont-fear-ai-it-will-lead-to-long-term-job-growth\/\" target=\"_blank\" rel=\"noopener\"><span>yaln\u0131zca y\u00fczde 40&#8217;\u0131n\u0131n\u00a0<\/span><\/a><span>\u00fcretkenlikteki art\u0131\u015ftan kaynaklanaca\u011f\u0131n\u0131 tahmin ediyor;\u00a0di\u011fer y\u00fczde 60&#8217;\u0131 t\u00fcketimden gelecek.\u00a0Ba\u015fka bir deyi\u015fle, b\u00fcy\u00fcmenin yar\u0131s\u0131ndan biraz az\u0131, \u00e7al\u0131\u015fanlar\u0131n daha verimli hale gelmesi veya yerini yapay zekan\u0131n almas\u0131 nedeniyle ger\u00e7ekle\u015fecek.\u00a0B\u00fcy\u00fcmenin geri kalan\u0131, insanlar\u0131n sosyal a\u011flar veya yay\u0131n hizmetleri gibi yapay zekaya sahip \u00fcr\u00fcnleri kullanmas\u0131 ger\u00e7e\u011finden kaynaklanacak.\u00a0Bu noktaya ili\u015fkin bir uyar\u0131m\u0131z, burada iki farkl\u0131 zaman aral\u0131\u011f\u0131n\u0131 kar\u015f\u0131la\u015ft\u0131rd\u0131\u011f\u0131m\u0131zd\u0131r; bir tahmin 10 y\u0131l ve di\u011fer 15 y\u0131l i\u00e7indi. Bununla birlikte, \u00fcretkenli\u011fin genel ekonomik b\u00fcy\u00fcmeye katk\u0131da bulunan denklemin yaln\u0131zca bir par\u00e7as\u0131 oldu\u011fu a\u00e7\u0131kt\u0131r.<\/span><\/p><p dir=\"ltr\"><span>Me\u015fru korkulara ra\u011fmen yapay zekan\u0131n benimsenmesi s\u00fcrd\u00fcr\u00fclebilir ekonomik b\u00fcy\u00fcmeye yol a\u00e7acak ve bu da istihdam oranlar\u0131n\u0131 art\u0131racak gibi g\u00f6r\u00fcn\u00fcyor.\u00a0\u00d6nemli olan, bu b\u00fcy\u00fcmeyi hem \u00fclke i\u00e7inde hem de \u00fclkeler aras\u0131nda m\u00fcmk\u00fcn oldu\u011funca \u00e7ok say\u0131da vatanda\u015f i\u00e7in adil ve hakkaniyetli hale getirmek olacakt\u0131r.\u00a0Bu, bir ulus i\u00e7inde kad\u0131nlar, LGBTQ+ bireyler, a\u015f\u0131r\u0131 kilolu insanlar, engelli insanlar ve farkl\u0131 \u0131rklardan insanlar gibi d\u0131\u015flanm\u0131\u015f topluluklar\u0131n yapay zeka konusunda e\u011fitim ve \u00f6\u011fretime eri\u015fmesini sa\u011flamak anlam\u0131na gelir.\u00a0<\/span><a href=\"https:\/\/towardsdatascience.com\/how-bad-facial-recognition-software-gets-black-people-arrested-3c02738a3d54\" target=\"_blank\" rel=\"noopener\"><span>Ayr\u0131ca mevcut algoritmik \u00f6nyarg\u0131lar\u0131\u00a0<\/span><\/a><span>da ortadan kald\u0131rmaya \u00e7al\u0131\u015fmal\u0131y\u0131z\u00a0<\/span><span>.\u00a0Uluslararas\u0131 d\u00fczeyde bu, d\u00fc\u015f\u00fck gelirli \u00fclkeler i\u00e7in bilgi i\u015flem kaynaklar\u0131na eri\u015fimin sa\u011flanmas\u0131 ve farkl\u0131 \u00fclkeler aras\u0131nda i\u015fbirliklerinin ve ara\u015ft\u0131rmalar\u0131n te\u015fvik edilmesi anlam\u0131na gelir.<\/span><\/p>\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-ee8ffd6 elementor-widget elementor-widget-heading\" data-id=\"ee8ffd6\" 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 Tabanl\u0131 Y\u00f6netim Sa\u011fl\u0131ks\u0131z Olabilir\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7c4231f elementor-widget elementor-widget-text-editor\" data-id=\"7c4231f\" 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<p dir=\"ltr\"><span>D\u00fcnya Ekonomik Forumu&#8217;nun bulgular\u0131 konusunda fazla heyecanlanmadan \u00f6nce, ekonomik b\u00fcy\u00fcmenin herkes i\u00e7in daha fazla zenginlik anlam\u0131na gelmedi\u011fini d\u00fc\u015f\u00fcn\u00fcn.\u00a0A\u015f\u0131r\u0131 sosyalist ve Avrupal\u0131 \u200b\u200bg\u00f6r\u00fcnme riskini g\u00f6ze alarak (sorun de\u011fil, ben oradan geliyorum), i\u015f\u00e7i haklar\u0131n\u0131n yapay zeka taraf\u0131ndan rutin olarak \u00f6l\u00fcm\u00fcne s\u0131k\u0131\u015ft\u0131r\u0131ld\u0131\u011f\u0131n\u0131 s\u00f6ylememe izin verin.<\/span><\/p><p dir=\"ltr\"><a href=\"https:\/\/www.theverge.com\/2020\/2\/27\/21155254\/automation-robots-unemployment-jobs-vs-human-google-amazon\" target=\"_blank\" rel=\"noopener\"><span>Verge\u00a0<\/span><\/a><span>bunu a\u00e7\u0131k\u00e7a bildiriyor: S\u0131k\u0131c\u0131 ve tekrarlayan g\u00f6revleri \u00fcstlenmek i\u00e7in yapay zekay\u0131 kullanmakta sorun yok.\u00a0Peki ya bir algoritmay\u0131 orta d\u00fczey bir y\u00f6neticiye tan\u0131t\u0131rsan\u0131z?\u00a0Algoritmik y\u00f6netici KPI&#8217;lara sabitlenmi\u015ftir ve ne merhameti ne de insanl\u0131\u011f\u0131 vard\u0131r.\u00a0Makinenin tek amac\u0131 istenen sonu\u00e7lar\u0131 m\u00fcmk\u00fcn oldu\u011fu kadar verimli bir \u015fekilde elde etmektir.\u00a0Sonu\u00e7 olarak molalar\u0131n kesilmesi, hedeflerin y\u00fckseltilmesi ve \u00e7al\u0131\u015fanlar\u0131n i\u015ften \u00e7\u0131kar\u0131lmas\u0131yla sonu\u00e7lanabilir.<\/span><\/p><p dir=\"ltr\"><span>Yapay zeka y\u00f6netiminin\u00a0<\/span><a href=\"https:\/\/www.theverge.com\/2019\/4\/25\/18516004\/amazon-warehouse-fulfillment-centers-productivity-firing-terminations\" target=\"_blank\" rel=\"noopener\"><span>olumsuz sonu\u00e7lar\u0131n\u0131\u00a0<\/span><\/a><span>zaten g\u00f6rd\u00fck. <\/span><span>\u00c7al\u0131\u015fanlar yapay zeka y\u00f6neticilerinin y\u00f6netimi alt\u0131nda rutin olarak\u00a0<\/span><a href=\"https:\/\/www.inquirer.com\/philly\/news\/hotel-housekeepers-schedules-app-marriott-union-hotsos-20180702.html\" target=\"_blank\" rel=\"noopener\"><span>t\u00fckeniyor<\/span><\/a><span>.\u00a0Hatta baz\u0131lar\u0131 ciddi fiziksel yaralanmalara bile maruz kal\u0131yor.\u00a0Yapay zeka taraf\u0131ndan y\u00f6netilen verimlilik \u00f6l\u00e7\u00fcmleri de etkili g\u00f6r\u00fcnm\u00fcyor.\u00a0\u00d6rne\u011fin yaz\u0131l\u0131m geli\u015ftiricilerin verimlili\u011fini \u00f6l\u00e7mek i\u00e7in algoritmalar kullan\u0131l\u0131yor.\u00a0Paradoksal olarak, bu \u00f6l\u00e7\u00fcm \u00fcretkenli\u011fi art\u0131rm\u0131yor, aksine\u00a0<\/span><a href=\"https:\/\/www.theverge.com\/2020\/2\/27\/21155254\/automation-robots-unemployment-jobs-vs-human-google-amazon\" target=\"_blank\" rel=\"noopener\"><span>yok ediyor gibi g\u00f6r\u00fcn\u00fcyor\u00a0<\/span><\/a><span>.<\/span><\/p><p dir=\"ltr\"><span>E\u011fer algoritmalar\u0131 en alt seviyedeki \u00e7al\u0131\u015fanlar olarak de\u011fil de y\u00f6neticiler olarak kullan\u0131yorsak, onlara en az\u0131ndan biraz insani nezaket \u00f6\u011fretmeliyiz.\u00a0\u00d6rne\u011fin, bir \u00e7al\u0131\u015fan\u0131n ka\u00e7 molaya hak kazand\u0131\u011f\u0131n\u0131 belirten bir algoritmaya baz\u0131 kat\u0131 s\u0131n\u0131rlar ekleyin.\u00a0Ayr\u0131ca, yapay zeka olmasa bile, \u00e7al\u0131\u015fanlar\u0131n ekipteki en iyilerden daha iyi performans g\u00f6stermelerini sa\u011flamak i\u00e7in animasyon yapmak yayg\u0131n bir uygulamad\u0131r.\u00a0Peki onlar\u0131 ortalaman\u0131n biraz \u00fczerinde olacak \u015fekilde canland\u0131rmaya ve bu hedefi algoritmik olarak uygulamaya ne dersiniz?<\/span><\/p><p dir=\"ltr\"><span>Bu t\u00fcr yakla\u015f\u0131mlar k\u0131sa vadede kaynak israf\u0131 gibi g\u00f6r\u00fcnebilir, ancak benim sezgilerim eninde sonunda kar\u015f\u0131l\u0131\u011f\u0131n\u0131 alacaklar\u0131 y\u00f6n\u00fcnde.\u00a0Asl\u0131nda, e\u011fer \u00fcretkenli\u011fe y\u00f6nelik daha \u0131l\u0131ml\u0131 bir yakla\u015f\u0131m benimsemezsek, muhtemelen i\u015ften \u00e7\u0131kar\u0131lm\u0131\u015f olduklar\u0131 i\u00e7in de\u011fil, \u00f6tesinde e\u011fitime tabi tutulduklar\u0131 i\u00e7in \u00e7ok say\u0131da i\u015fi, geliri olan ve gelece\u011fi olmayan i\u015f\u00e7ilerle kar\u015f\u0131 kar\u015f\u0131ya kalaca\u011f\u0131z. onlar\u0131n k\u0131r\u0131lma noktalar\u0131.<\/span><\/p><p dir=\"ltr\"><span>Yeni i\u015fler yaratmada yapay zekan\u0131n yeteneklerini vurgulamak son derece \u00f6nemlidir.\u00a0Ancak bunlar insani olmal\u0131, yoksa tart\u0131\u015fmal\u0131 bir konu.<\/span><\/p>\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-03ccd65 elementor-widget elementor-widget-heading\" data-id=\"03ccd65\" 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 K\u0131yameti Nas\u0131l \u00d6nlenir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3fd362a elementor-widget elementor-widget-text-editor\" data-id=\"3fd362a\" 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<p>Koruyucu mele\u011fim oldu\u011fu i\u00e7in sosyal e\u015fitlik konusunu dile getirmiyorum. Kendimi s\u0131radan ve egoist bir birey olarak g\u00f6r\u00fcyorum. Ancak \u00e7evremizdeki insanlar\u0131n durumunun iyile\u015fmesinin, sonunda hepimizin kazan\u00e7l\u0131 \u00e7\u0131kaca\u011f\u0131na inan\u0131yorum. \u0130\u015fsizlik azald\u0131\u011f\u0131nda, h\u00fck\u00fcmetin b\u00fcy\u00fck miktarda tasarruf yapabilmesi ve gelecekte yeni f\u0131rsatlar\u0131n ortaya \u00e7\u0131kmas\u0131 muhtemeldir. Belki de kurtar\u0131lan d\u00fc\u015f\u00fck seviyeli i\u015f\u00e7ilerden bir veya ikisi, ilerleyen ony\u0131llarda bir Steve Jobs veya Elon Musk olabilir.<\/p><p>Buna ek olarak, ba\u015fka bir sorun da ortaya \u00e7\u0131k\u0131yor: D\u00fcnya Ekonomik Forumu&#8217;nun \u00f6nerisi \u00fczerine, yapay zeka ile 97 milyon yeni i\u015f yarat\u0131l\u0131rken sadece 85 milyon i\u015f kaybolursa, i\u015ften \u00e7\u0131kar\u0131lan 85 milyon i\u015f\u00e7inin 97 milyon i\u015f i\u00e7in uygun olma garantisi yok. N\u00fcfus art\u0131yor, g\u00f6\u00e7ler meydana geliyor ve bu nedenle 97 milyon i\u015f k\u0131t bir kaynak haline gelebilir.<\/p><p>\u0130\u015ften \u00e7\u0131kar\u0131lan 85 milyon i\u015f\u00e7iye bir perspektif kazand\u0131rmak i\u00e7in, ideal olarak eski i\u015flerini kaybetmeden \u00f6nce onlar\u0131 yeniden e\u011fitmek ve becerilerini geli\u015ftirmek zorunludur. Bir \u00f6\u011frenme robotu, bu s\u00fcrekli e\u011fitim m\u00fcfredat\u0131n\u0131 otomatikle\u015ftirebilir, bu da yapay zekan\u0131n \u00e7\u00f6z\u00fcmde \u00f6nemli bir rol oynayabilece\u011fi anlam\u0131na gelir. \u00c7al\u0131\u015fanlar\u0131 yeni f\u0131rsatlarla e\u015fle\u015ftirmek ve yeni \u00e7al\u0131\u015fanlar\u0131 \u00fcniversiteden ayr\u0131lmadan \u00f6nce gerekli becerilerle donatmak i\u00e7in yapay zeka algoritmalar\u0131 da geli\u015ftirilmelidir.<\/p><p>Yapay zeka, i\u015fleri yok etmekten \u00e7ok daha fazlas\u0131n\u0131 yaratacakt\u0131r. Ancak bu yeni i\u015flerin adil bir \u015fekilde da\u011f\u0131t\u0131labilmesi i\u00e7in yapay zekaya ihtiyac\u0131m\u0131z olacak.<\/p>\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-b54da8b elementor-widget elementor-widget-heading\" data-id=\"b54da8b\" 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\">\u00c7al\u0131\u015fanlar\u0131n\u0131za Yat\u0131r\u0131m Yap\u0131n\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6061023 elementor-widget elementor-widget-text-editor\" data-id=\"6061023\" 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<p dir=\"ltr\"><span>Neyse ki h\u00fck\u00fcmetler neler olup bitti\u011fini anlamaya ba\u015fl\u0131yor.\u00a0\u00d6rne\u011fin Fransa, yar\u0131n\u0131n yapay zeka liderli\u011findeki d\u00fcnyas\u0131n\u0131 \u00e7ok ciddiye al\u0131yor.\u00a0France Strat\u00e9gie, 2019 tarihli bir\u00a0<\/span><a href=\"https:\/\/www.strategie.gouv.fr\/english-articles\/artificial-intelligence-and-work\" target=\"_blank\" rel=\"noopener\"><span>raporunda\u00a0<\/span><\/a><span>, yapay zekan\u0131n teknoloji, hukuk, ekonomi ve bir b\u00fct\u00fcn olarak toplum i\u00e7in ne anlama geldi\u011fini ger\u00e7ekten anlayan daha fazla yapay zeka uzman\u0131 ve \u00e7al\u0131\u015fan\u0131 yeti\u015ftirmeyi \u00f6neriyor.<\/span><\/p><p dir=\"ltr\"><span>Buna ek olarak France Strat\u00e9gie, &#8220;otomasyon riskinden a\u011f\u0131r \u015fekilde etkilenece\u011fi belirlenen sekt\u00f6rler ve alt sekt\u00f6rlerdeki kariyer yollar\u0131n\u0131n korunmas\u0131na y\u00f6nelik planlar\u0131n iyile\u015ftirilmesini&#8221; \u00f6nermektedir.\u00a0Ba\u015fka bir deyi\u015fle, i\u015f d\u00fcnyas\u0131 ve h\u00fck\u00fcmetteki baz\u0131 ak\u0131ll\u0131 karar vericilerin bir araya gelip, h\u0131zla de\u011fi\u015fen bir ortamda sekt\u00f6r sekt\u00f6r i\u015f\u00e7iler i\u00e7in planlar yapmas\u0131 gerekiyor.\u00a0Bu yakla\u015f\u0131m\u0131 alk\u0131\u015fl\u0131yorum.<\/span><\/p><p dir=\"ltr\"><span>Bu \u00e7ok fazla \u00f6ng\u00f6r\u00fc gerektirir ve kimsenin kristal k\u00fcresi yoktur.\u00a0Hatalar yapaca\u011f\u0131z.\u00a0Ancak toplum olarak ilerlemek istiyorsak, temel d\u00fc\u015f\u00fc\u015f korkusunu, de\u011fi\u015fen teknolojilere ayak uyduramamay\u0131 ele almam\u0131z gerekiyor.\u00a0Yapay zeka bir\u00e7ok ki\u015fiye refah, \u00e7ok az ki\u015fiye ise felaket getirecek, ancak bu felaketi durdurmak ve refah\u0131 her bir \u00e7al\u0131\u015fana yaymak i\u00e7in hemen harekete ge\u00e7meliyiz.<\/span><\/p>\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-9273ed5 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"9273ed5\" 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-74ae234\" data-id=\"74ae234\" 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-e9c0841 elementor-widget elementor-widget-image\" data-id=\"e9c0841\" 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-09f4f72 elementor-widget elementor-widget-heading\" data-id=\"09f4f72\" 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\/\">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-2c8b719 elementor-widget elementor-widget-heading\" data-id=\"2c8b719\" 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-883d975 elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"883d975\" 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-2da7591\" data-id=\"2da7591\" 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-d8a43af elementor-widget elementor-widget-heading\" data-id=\"d8a43af\" 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-e407022 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"e407022\" 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=\"6356\">\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>Yapay Zeka ve Otomasyon \u0130\u015finizi Elinizden Alacak M\u0131? B\u00fcy\u00fck \u00f6l\u00e7ekli end\u00fcstrile\u015fmenin ba\u015flad\u0131\u011f\u0131 d\u00f6nemden bu yana otomasyon, geni\u015f \u00e7apl\u0131 i\u015f kay\u0131plar\u0131na neden oldu. \u00d6zellikle otomotiv end\u00fcstrisinin&hellip;<\/p>","protected":false},"author":1,"featured_media":6357,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[59,17],"class_list":["post-6356","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-otomasyon","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6356","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=6356"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6356\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6357"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6356"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6356"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6356"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}