{"id":6505,"date":"2024-03-26T04:38:07","date_gmt":"2024-03-26T04:38:07","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6505"},"modified":"2024-03-26T04:38:09","modified_gmt":"2024-03-26T04:38:09","slug":"yapay-zeka-araclari-nasil-egitilir","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-araclari-nasil-egitilir\/","title":{"rendered":"Yapay Zeka Ara\u00e7lar\u0131 Nas\u0131l E\u011fitilir?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6505\" class=\"elementor elementor-6505\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-59a50c5 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"59a50c5\" data-element_type=\"section\" data-e-type=\"section\" 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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\" title=\"\">\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<section class=\"elementor-section elementor-top-section elementor-element elementor-element-36edf11a elementor-section-height-min-height elementor-section-full_width elementor-hidden-desktop elementor-section-height-default elementor-section-items-middle\" data-id=\"36edf11a\" 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-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-1aba2a40\" data-id=\"1aba2a40\" 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-77607905 elementor-widget-mobile__width-initial elementor-widget elementor-widget-image\" data-id=\"77607905\" 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<img decoding=\"async\" width=\"420\" height=\"199\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized.webp\" class=\"attachment-large size-large wp-image-6992\" alt=\"\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized.webp 420w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized-300x142.webp 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/aix-logo-optimized-18x9.webp 18w\" sizes=\"(max-width: 420px) 100vw, 420px\" title=\"\">\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-50 elementor-top-column elementor-element elementor-element-3fdd4014\" data-id=\"3fdd4014\" 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-4c796c5 hfe-submenu-icon-plus hfe-menu-item-space-between hfe-link-redirect-child elementor-widget elementor-widget-navigation-menu\" data-id=\"4c796c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;hamburger_align_tablet&quot;:&quot;right&quot;,&quot;hamburger_align_mobile&quot;:&quot;right&quot;,&quot;hamburger_align&quot;:&quot;center&quot;,&quot;hamburger_menu_align&quot;:&quot;space-between&quot;,&quot;width_flyout_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:300,&quot;sizes&quot;:[]},&quot;width_flyout_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;width_flyout_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:30,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_flyout_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_menu_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_space_between_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;menu_top_space_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;dropdown_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;dropdown_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;top&quot;:&quot;&quot;,&quot;right&quot;:&quot;&quot;,&quot;bottom&quot;:&quot;&quot;,&quot;left&quot;:&quot;&quot;,&quot;isLinked&quot;:true},&quot;padding_horizontal_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_horizontal_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:15,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;padding_vertical_dropdown_item_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_size_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_width_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;toggle_border_radius_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;close_flyout_size_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"navigation-menu.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t<div class=\"hfe-nav-menu__toggle elementor-clickable hfe-flyout-trigger\" tabindex=\"0\" role=\"button\" aria-label=\"Menu Toggle\">\n\t\t\t\t\t<div class=\"hfe-nav-menu-icon\">\n\t\t\t\t\t\t<i aria-hidden=\"true\" tabindex=\"0\" class=\"fas fa-align-justify\"><\/i>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<div class=\"hfe-flyout-wrapper\" >\n\t\t\t\t<div class=\"hfe-flyout-overlay elementor-clickable\"><\/div>\n\t\t\t\t<div class=\"hfe-flyout-container\">\n\t\t\t\t\t<div id=\"hfe-flyout-content-id-4c796c5\" class=\"hfe-side hfe-flyout-left hfe-flyout-open\" data-layout=\"left\" data-flyout-type=\"normal\">\n\t\t\t\t\t\t<div class=\"hfe-flyout-content push\">\n\t\t\t\t\t\t\t<nav itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/SiteNavigationElement\">\n\t\t\t\t\t\t\t\t<ul id=\"menu-1-4c796c5\" class=\"hfe-nav-menu\"><li id=\"menu-item-1227\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/hakkimizda\/\" itemprop=\"url\" class = \"hfe-menu-item\">Hakk\u0131m\u0131zda<\/a><\/li>\n<li id=\"menu-item-2697\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/arastirmalar\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ara\u015ft\u0131rmalar<\/a><\/li>\n<li id=\"menu-item-2336\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/blog\/\" itemprop=\"url\" class = \"hfe-menu-item\">Blog<\/a><\/li>\n<li id=\"menu-item-2335\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/ders\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ders<\/a><\/li>\n<li id=\"menu-item-1226\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/konusmalar\/\" itemprop=\"url\" class = \"hfe-menu-item\">Konu\u015fmalar<\/a><\/li>\n<li id=\"menu-item-1230\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/iletisim\/\" itemprop=\"url\" class = \"hfe-menu-item\">\u0130leti\u015fim<\/a><\/li>\n<li id=\"menu-item-1229\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-page parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/basvuru\/\" itemprop=\"url\" class = \"hfe-menu-item\">Ekibe Kat\u0131l<\/a><\/li>\n<li id=\"menu-item-3481\" itemprop=\"name\" class=\"menu-item menu-item-type-post_type menu-item-object-post parent hfe-creative-menu\"><a href=\"https:\/\/aix.web.tr\/en\/?p=3333\" itemprop=\"url\" class = \"hfe-menu-item\">Egemen 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elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3cc772f elementor-widget elementor-widget-heading\" data-id=\"3cc772f\" 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 Ara\u00e7lar\u0131 Nas\u0131l E\u011fitilir?<\/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-0fe2fee elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0fe2fee\" 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-bf0617e\" data-id=\"bf0617e\" 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-6a6e59b elementor-widget elementor-widget-text-editor\" data-id=\"6a6e59b\" 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\"><h3 class=\"wp-block-heading\"><strong>Yapay Zekaya (YZ) K\u0131sa Giri\u015f<\/strong><\/h3><p>Yapay Zeka (YZ), makinelerin veya yaz\u0131l\u0131mlar\u0131n insan davran\u0131\u015f\u0131n\u0131, \u00f6zellikle de \u00f6\u011frenme, karar verme ve problem \u00e7\u00f6zme gibi bili\u015fsel i\u015flevleri taklit etmesini sa\u011flama bilimidir. Yapay zeka, s\u00fcre\u00e7leri otomatikle\u015ftirerek ve b\u00fcy\u00fck miktarda veriden i\u00e7g\u00f6r\u00fcler \u00fcreterek sa\u011fl\u0131k, finans, ula\u015f\u0131m ve e\u011flence dahil olmak \u00fczere \u00e7e\u015fitli sekt\u00f6rlerde devrim yaratma potansiyeline sahiptir.<\/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-8fdb4ab elementor-widget elementor-widget-image\" data-id=\"8fdb4ab\" 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=\"562\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/03\/Yapay-Zeka-Araclari-Nasil-Egitilir-1024x683.jpg\" class=\"attachment-large size-large wp-image-6506\" alt=\"Yapay Zeka Ara\u00e7lar\u0131 Nas\u0131l E\u011fitilir?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/03\/Yapay-Zeka-Araclari-Nasil-Egitilir-1024x683.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/03\/Yapay-Zeka-Araclari-Nasil-Egitilir-300x200.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/03\/Yapay-Zeka-Araclari-Nasil-Egitilir-768x512.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/03\/Yapay-Zeka-Araclari-Nasil-Egitilir-18x12.jpg 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2024\/03\/Yapay-Zeka-Araclari-Nasil-Egitilir.jpg 1200w\" sizes=\"(max-width: 843px) 100vw, 843px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Yapay Zeka Ara\u00e7lar\u0131 Nas\u0131l E\u011fitilir?<\/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-c0a5f04 elementor-widget elementor-widget-text-editor\" data-id=\"c0a5f04\" 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=\"flex-1 overflow-hidden\"><div class=\"react-scroll-to-bottom--css-pqbbi-79elbk h-full\"><div class=\"react-scroll-to-bottom--css-pqbbi-1n7m0yu\"><div class=\"flex flex-col text-sm pb-9\"><div class=\"w-full text-token-text-primary\" data-testid=\"conversation-turn-3\"><div class=\"px-4 py-2 justify-center text-base md:gap-6 m-auto\"><div class=\"flex flex-1 text-base mx-auto gap-3 md:px-5 lg:px-1 xl:px-5 md:max-w-3xl lg:max-w-[40rem] xl:max-w-[48rem] group final-completion\"><div class=\"relative flex w-full flex-col agent-turn\"><div class=\"flex-col gap-1 md:gap-3\"><div class=\"flex flex-grow flex-col max-w-full\"><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=\"4777d7fb-791d-4d2e-b46e-c2b1b47bd41c\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><h3 class=\"wp-block-heading\"><strong>Yapay Zeka Ara\u00e7lar\u0131na Genel Bak\u0131\u015f ve \u00d6nemi<\/strong><\/h3><p>Makine \u00f6\u011frenimi algoritmalar\u0131 ve sinir a\u011flar\u0131 gibi yapay zeka ara\u00e7lar\u0131, yapay zeka uygulamalar\u0131n\u0131n geli\u015ftirilmesini sa\u011flayan yap\u0131 ta\u015flar\u0131d\u0131r.\u00a0Verileri i\u015flemek ve analiz etmek, tahminlerde bulunmak ve genellikle insan zekas\u0131 gerektiren g\u00f6revleri ger\u00e7ekle\u015ftirmek i\u00e7in kullan\u0131l\u0131rlar.\u00a0Bu ara\u00e7lar, kal\u0131plar\u0131 tan\u0131yabilen, deneyimlerden \u00f6\u011frenebilen ve bilin\u00e7li kararlar alabilen yapay zeka sistemleri olu\u015fturmak i\u00e7in gereklidir.<\/p><h3 class=\"wp-block-heading\"><strong>Yapay Zeka Ara\u00e7lar\u0131n\u0131n E\u011fitiminin \u00d6nemi<\/strong><\/h3><p>E\u011fitim, yapay zeka ara\u00e7lar\u0131n\u0131n geli\u015ftirilmesinde \u00e7ok \u00f6nemli bir ad\u0131md\u0131r.\u00a0Do\u011fru tahminler yapmay\u0131 veya g\u00f6revleri etkili bir \u015fekilde yerine getirmeyi \u00f6\u011frenebilmesi i\u00e7in yapay zeka sistemini verilerle beslemeyi i\u00e7erir.\u00a0Uygun e\u011fitim olmadan, bir yapay zeka arac\u0131, t\u0131pk\u0131 bir insan\u0131n \u00f6nceden bilgi veya deneyim olmadan bir g\u00f6revi yerine getirmekte zorlanmas\u0131 gibi, ama\u00e7lanan i\u015flevini yerine getiremez.<\/p><h2 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitiminin Temellerini Anlamak<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Terimlerin A\u00e7\u0131klamas\u0131: Makine \u00d6\u011frenimi, Derin \u00d6\u011frenme, Sinir A\u011f\u0131 vb.<\/strong><\/h3><p>Makine \u00d6\u011frenimi (ML), makinelere verilerden \u00f6\u011frenmeyi ve a\u00e7\u0131k\u00e7a programlanmadan tahminler veya kararlar almay\u0131 \u00f6\u011fretmeyi i\u00e7eren bir yapay zeka alt k\u00fcmesidir.\u00a0ML&#8217;nin bir alt alan\u0131 olan Derin \u00d6\u011frenme, b\u00fcy\u00fck miktarda verideki karma\u015f\u0131k kal\u0131plar\u0131 \u00f6\u011frenmek i\u00e7in bir\u00e7ok katmana (dolay\u0131s\u0131yla &#8220;derin&#8221;) sahip yapay sinir a\u011flar\u0131n\u0131 kullan\u0131r.\u00a0Sinir A\u011flar\u0131, temel, birbirine ba\u011fl\u0131 i\u015flem \u00f6\u011felerinin veya &#8220;n\u00f6ronlar\u0131n&#8221; bilgiyi i\u015flemek i\u00e7in birlikte \u00e7al\u0131\u015ft\u0131\u011f\u0131, insan beyninin sinir a\u011flar\u0131ndan ilham alan bilgi i\u015flem sistemleridir.<\/p><h3 class=\"wp-block-heading\"><strong>Yapay Zeka, Makine \u00d6\u011frenimi ve Derin \u00d6\u011frenme Aras\u0131ndaki Farklar<\/strong><\/h3><p>Yapay zeka, makinelerin g\u00f6revleri &#8220;ak\u0131ll\u0131&#8221; olarak de\u011ferlendirebilece\u011fimiz \u015fekilde yerine getirebildi\u011fi geni\u015f bir kavramd\u0131r.\u00a0Makine \u00d6\u011frenimi, makinelerin verilere eri\u015fmesine ve kendi ba\u015flar\u0131na \u00f6\u011frenmelerine izin verdi\u011fimiz pratik bir yapay zeka uygulamas\u0131d\u0131r.\u00a0Derin \u00d6\u011frenme, verilerden \u00f6\u011frenmek ve kararlar almak i\u00e7in sinir a\u011flar\u0131 ad\u0131 verilen katmanl\u0131 bir algoritma yap\u0131s\u0131n\u0131 kullanarak daha da ileri gider.<\/p><h2 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitimi S\u00fcreci<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Verilerin Toplanmas\u0131: Yapay Zekada Verinin \u00d6nemi, Kullan\u0131lan Veri T\u00fcrleri (Yap\u0131land\u0131r\u0131lm\u0131\u015f, Yap\u0131land\u0131r\u0131lmam\u0131\u015f)<\/strong><\/h3><p>Veriler yapay zeka e\u011fitiminin temel ta\u015f\u0131d\u0131r.\u00a0Bir yapay zeka sisteminin \u00f6\u011frenmek ve geli\u015ftirmek i\u00e7in kulland\u0131\u011f\u0131 bilgileri sa\u011flar.\u00a0Kullan\u0131lan veri t\u00fcrleri yap\u0131land\u0131r\u0131lm\u0131\u015f (veritabanlar\u0131nda, elektronik tablolarda vb. d\u00fczenlenmi\u015f) veya yap\u0131land\u0131r\u0131lmam\u0131\u015f (metin, resim, ses, video vb.) olabilir.<\/p><h3 class=\"wp-block-heading\"><strong>Veri \u00d6n \u0130\u015fleme: Verileri Temizleme, Eksik De\u011ferleri \u0130\u015fleme, Veri Normalle\u015ftirme, \u00d6zellik \u00c7\u0131karma<\/strong><\/h3><p>Veri \u00f6n i\u015fleme, yapay zeka e\u011fitiminde \u00e7ok \u00f6nemli bir ad\u0131md\u0131r.\u00a0Yinelenenleri ve alakas\u0131z bilgileri kald\u0131rarak verileri temizlemeyi, eksik de\u011ferleri ele almay\u0131, verileri standart bir \u00f6l\u00e7e\u011fe g\u00f6re normalle\u015ftirmeyi ve yapay zeka modelini e\u011fitmek i\u00e7in kullan\u0131labilecek \u00f6zellikleri (\u00f6zellikler veya nitelikler) \u00e7\u0131karmay\u0131 i\u00e7erir.<\/p><h3 class=\"wp-block-heading\"><strong>Verileri B\u00f6lme: E\u011fitim Seti, Do\u011frulama Seti, Test Seti<\/strong><\/h3><p>Toplanan ve \u00f6nceden i\u015flenmi\u015f veriler \u00fc\u00e7 gruba ayr\u0131l\u0131r: modeli e\u011fitmek i\u00e7in e\u011fitim seti, model parametrelerini ayarlamak ve model uyumuna ili\u015fkin tarafs\u0131z bir de\u011ferlendirme sa\u011flamak i\u00e7in do\u011frulama seti ve son modelin performans\u0131n\u0131 test etmek i\u00e7in test seti.<\/p><h2 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitim Teknikleri<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Denetimli \u00d6\u011frenme: Tan\u0131m\u0131, \u00d6rnekleri, Avantajlar\u0131 ve Dezavantajlar\u0131<\/strong><\/h3><p>Denetimli \u00d6\u011frenme, yapay zekan\u0131n etiketli veriler kullan\u0131larak e\u011fitildi\u011fi, yani her veri noktas\u0131n\u0131n beklenen bir \u00e7\u0131kt\u0131yla e\u015fle\u015ftirildi\u011fi bir t\u00fcr makine \u00f6\u011frenimidir.\u00a0Algoritma, bu girdi-\u00e7\u0131kt\u0131 haritalamas\u0131na dayanarak sonu\u00e7lar\u0131 tahmin etmeyi \u00f6\u011frenir.\u00a0G\u00f6r\u00fcnt\u00fc tan\u0131ma ve spam tespiti gibi uygulamalarda yayg\u0131n olarak kullan\u0131l\u0131r.\u00a0Ancak b\u00fcy\u00fck miktarda etiketli veri gerektirir ve zaman al\u0131c\u0131 ve pahal\u0131 olabilir.<\/p><h3 class=\"wp-block-heading\"><strong>Denetimsiz \u00d6\u011frenme: Tan\u0131m\u0131, \u00d6rnekleri, Avantajlar\u0131 ve Dezavantajlar\u0131<\/strong><\/h3><p>Denetimsiz \u00d6\u011frenme, etiketlenmemi\u015f verileri kullanarak AI sisteminin e\u011fitilmesini i\u00e7erir.\u00a0Algoritma, girdi verilerinden kal\u0131plar\u0131 ve yap\u0131lar\u0131 kendi ba\u015f\u0131na tan\u0131mlamay\u0131 \u00f6\u011frenir.\u00a0Genellikle k\u00fcmeleme ve ili\u015fkilendirme g\u00f6revleri i\u00e7in kullan\u0131l\u0131r.\u00a0B\u00fcy\u00fck miktarda veriyi i\u015fleyebilmesine ve gizli kal\u0131plar\u0131 ke\u015ffedebilmesine ra\u011fmen, tahminlerin do\u011frulu\u011fu denetimli \u00f6\u011frenmeye g\u00f6re daha d\u00fc\u015f\u00fck olabilir ve sonu\u00e7lar\u0131n yorumlanmas\u0131 zor olabilir.<\/p><h3 class=\"wp-block-heading\"><strong>Takviyeli \u00d6\u011frenme: Tan\u0131m\u0131, \u00d6rnekleri, Avantajlar\u0131 ve Dezavantajlar\u0131<\/strong><\/h3><p>Takviyeli \u00d6\u011frenme, bir arac\u0131n\u0131n bir ortamda baz\u0131 \u00f6d\u00fclleri en \u00fcst d\u00fczeye \u00e7\u0131karmak i\u00e7in eylemler ger\u00e7ekle\u015ftirerek karar almay\u0131 \u00f6\u011frendi\u011fi bir t\u00fcr makine \u00f6\u011frenimidir.\u00a0Robotik, oyun ve navigasyon dahil olmak \u00fczere \u00e7e\u015fitli alanlarda kullan\u0131l\u0131r.\u00a0Karma\u015f\u0131k sorunlar\u0131 \u00e7\u00f6zebilir ve deneme yan\u0131lma yoluyla s\u00fcrekli geli\u015febilirken, hesaplama a\u00e7\u0131s\u0131ndan yo\u011fun olabilir ve en uygun politikaya yakla\u015fmak \u00e7ok zaman alabilir.<\/p><h2 class=\"wp-block-heading\"><strong>Sinir A\u011flar\u0131 ve Derin \u00d6\u011frenme<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Sinir A\u011flar\u0131 Kavram\u0131: N\u00f6ronlar, A\u011f\u0131rl\u0131klar, \u00d6nyarg\u0131lar, Aktivasyon Fonksiyonlar\u0131<\/strong><\/h3><p>Sinir A\u011flar\u0131 birbirine ba\u011fl\u0131 d\u00fc\u011f\u00fcm veya n\u00f6ron katmanlar\u0131ndan olu\u015fur.\u00a0Her n\u00f6ron girdiyi al\u0131r, bunu bir a\u011f\u0131rl\u0131kla \u00e7arpar, bir sapma ekler ve bir\u00a0aktivasyon fonksiyonu uygular.\u00a0Daha sonra \u00e7\u0131kt\u0131 bir sonraki katmana aktar\u0131l\u0131r.\u00a0A\u011f\u0131n tahminleri ile ger\u00e7ek sonu\u00e7lar aras\u0131ndaki fark\u0131 en aza indirmek i\u00e7in e\u011fitim s\u00fcreci s\u0131ras\u0131nda a\u011f\u0131rl\u0131klar ve sapmalar ayarlan\u0131r.<\/p><h3 class=\"wp-block-heading\"><strong>Bir Sinir A\u011f\u0131n\u0131n E\u011fitim S\u00fcreci: \u0130leriye Yay\u0131l\u0131m, Maliyet Fonksiyonu, Geriye Yay\u0131l\u0131m<\/strong><\/h3><p>Bir sinir a\u011f\u0131n\u0131n e\u011fitimi iki ana ad\u0131m\u0131 i\u00e7erir: giri\u015f verilerinin bir tahmin olu\u015fturmak i\u00e7in a\u011f \u00fczerinden ge\u00e7irildi\u011fi ileri yay\u0131l\u0131m ve a\u011f\u0131n a\u011f\u0131rl\u0131klar\u0131n\u0131n ve \u00f6nyarg\u0131lar\u0131n\u0131n tahmin hatas\u0131na (bir maliyet kullan\u0131larak hesaplanan) dayal\u0131 olarak ters s\u0131rada g\u00fcncellendi\u011fi geri yay\u0131l\u0131m. i\u015flev).\u00a0Bu s\u00fcre\u00e7, a\u011f\u0131n tahminleri m\u00fcmk\u00fcn oldu\u011fu kadar do\u011fru oluncaya kadar bir\u00e7ok kez (d\u00f6nemler halinde) tekrarlan\u0131r.<\/p><h3 class=\"wp-block-heading\"><strong>Derin \u00d6\u011frenme: Evri\u015fimsel Sinir A\u011flar\u0131 (CNN), Tekrarlayan Sinir A\u011flar\u0131 (RNN), Uzun K\u0131sa S\u00fcreli Bellek (LSTM)<\/strong><\/h3><p>Derin \u00d6\u011frenme, verilerdeki karma\u015f\u0131k kal\u0131plar\u0131 \u00f6\u011frenmek i\u00e7in bir\u00e7ok katmana sahip sinir a\u011flar\u0131n\u0131 kullan\u0131r.\u00a0Evri\u015fimli Sinir A\u011flar\u0131 (CNN&#8217;ler) \u00f6ncelikle g\u00f6r\u00fcnt\u00fc i\u015fleme g\u00f6revleri i\u00e7in kullan\u0131l\u0131r.\u00a0Tekrarlayan Sinir A\u011flar\u0131 (RNN&#8217;ler), zaman serisi veya metin gibi s\u0131ral\u0131 veriler i\u00e7in uygundur ve Uzun K\u0131sa S\u00fcreli Bellek (LSTM), bilgileri uzun s\u00fcreler boyunca hat\u0131rlayabilen ve geleneksel RNN&#8217;lerdeki e\u011fimlerin kaybolmas\u0131 sorununun \u00fcstesinden gelebilen bir RNN t\u00fcr\u00fcd\u00fcr.<\/p><h2 class=\"wp-block-heading\"><strong>Yapay Zeka Modellerinin De\u011ferlendirilmesi ve Ayarlanmas\u0131<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Model De\u011ferlendirmesi: Do\u011fruluk, Kesinlik, Geri \u00c7a\u011f\u0131rma, F1 Puan\u0131, Kar\u0131\u015f\u0131kl\u0131k Matrisi<\/strong><\/h3><p>Bir yapay zeka modelinin performans\u0131n\u0131 de\u011ferlendirmek, etkinli\u011finin sa\u011flanmas\u0131 a\u00e7\u0131s\u0131ndan kritik \u00f6neme sahiptir.\u00a0Do\u011fruluk (toplam tahminlerden do\u011fru tahminler), kesinlik (tahmini pozitiflerden ger\u00e7ek pozitifler), hat\u0131rlama (ger\u00e7ek pozitiflerden ger\u00e7ek pozitifler) ve F1 puan\u0131 (hassasiyet ve hat\u0131rlaman\u0131n harmonik ortalamas\u0131) gibi \u00f6l\u00e7\u00fcmler kullan\u0131l\u0131r.\u00a0Do\u011fru ve yanl\u0131\u015f pozitifleri ve negatifleri g\u00f6steren kar\u0131\u015f\u0131kl\u0131k matrisi de de\u011ferlendirme i\u00e7in yararl\u0131 bir ara\u00e7t\u0131r.<\/p><h3 class=\"wp-block-heading\"><strong>Modelin Fazla Uyumu ve Yetersiz Uyumu: Tan\u0131m\u0131, Nedenleri ve \u00c7\u00f6z\u00fcmleri<\/strong><\/h3><p>A\u015f\u0131r\u0131 uyum, bir model e\u011fitim verilerini \u00e7ok iyi \u00f6\u011frendi\u011finde ve g\u00f6r\u00fcnmeyen verilerde d\u00fc\u015f\u00fck performans g\u00f6sterdi\u011finde ortaya \u00e7\u0131kar.\u00a0Yetersiz uyum, modelin e\u011fitim verilerinden yeterince \u00f6\u011frenmemesi ve bunun sonucunda hem e\u011fitim hem de test performans\u0131n\u0131n zay\u0131f olmas\u0131 durumudur.\u00a0D\u00fczenleme teknikleri, \u00e7apraz do\u011frulama ve daha fazla veri kullanmak bu sorunlar\u0131n \u00e7\u00f6z\u00fclmesine yard\u0131mc\u0131 olabilir.<\/p><h3 class=\"wp-block-heading\"><strong>Hiperparametre Ayarlama: Izgara Arama, Rastgele Arama, Bayes Optimizasyonu gibi Teknikler<\/strong><\/h3><p>Hiperparametreler verilerden \u00f6\u011frenilmeyen ancak e\u011fitim s\u00fcrecinden \u00f6nce ayarlanan parametrelerdir.\u00a0Bunlar\u0131n ayarlanmas\u0131 model performans\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde art\u0131rabilir.\u00a0Izgara Arama, Rastgele Arama ve Bayes Optimizasyonu, hiperparametre ayarlamas\u0131 i\u00e7in kullan\u0131lan yayg\u0131n tekniklerdir.<\/p><h2 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitiminde GPU&#8217;lar\u0131n Rol\u00fc<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitiminde Hesaplama G\u00fcc\u00fcn\u00fcn \u00d6nemi<\/strong><\/h3><p>Yapay zeka e\u011fitimi, b\u00fcy\u00fck miktarda verinin i\u015flenmesini ve \u00f6nemli d\u00fczeyde hesaplama g\u00fcc\u00fc gerektiren karma\u015f\u0131k hesaplamalar\u0131 i\u00e7erir.\u00a0Daha y\u00fcksek hesaplama g\u00fcc\u00fc, daha h\u0131zl\u0131 e\u011fitime ve yapay zeka modellerinin daha iyi performans g\u00f6stermesine olanak tan\u0131r.<\/p><h3 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitimi A\u00e7\u0131s\u0131ndan CPU ve GPU Aras\u0131ndaki Fark<\/strong><\/h3><p>Merkezi \u0130\u015flem Birimleri (CPU&#8217;lar) genel g\u00f6revleri yerine getirmek i\u00e7in m\u00fckemmel olsa da, Grafik \u0130\u015fleme Birimleri (GPU&#8217;lar) h\u0131zl\u0131, paralel i\u015fleme i\u00e7in tasarlanm\u0131\u015ft\u0131r ve bu da onlar\u0131 yapay zeka e\u011fitimi i\u00e7in daha etkili hale getirir.\u00a0GPU&#8217;lar ayn\u0131 anda birden fazla hesaplamay\u0131 i\u015fleyebilir ve bu da e\u011fitim s\u00fcrecini \u00f6nemli \u00f6l\u00e7\u00fcde h\u0131zland\u0131r\u0131r.<\/p><h3 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitimi i\u00e7in Bulut Tabanl\u0131 Platformlar\u0131n Kullan\u0131m\u0131<\/strong><\/h3><p>Google Cloud, AWS ve Azure gibi bulut tabanl\u0131 platformlar, GPU&#8217;lar da dahil olmak \u00fczere bilgi i\u015flem kaynaklar\u0131na iste\u011fe ba\u011fl\u0131 eri\u015fim sunar.\u00a0Pahal\u0131 donan\u0131mlara \u00f6n yat\u0131r\u0131m yap\u0131lmas\u0131na gerek kalmadan \u00f6l\u00e7eklenebilir ve verimli yapay zeka e\u011fitimine olanak tan\u0131r.<\/p><h2 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitiminde Etik Hususlar<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Yapay Zekada \u00d6nyarg\u0131: Sebepler, Sonu\u00e7lar ve \u00c7\u00f6z\u00fcmler<\/strong><\/h3><p>Yapay zekadaki \u00f6nyarg\u0131, \u00f6nyarg\u0131l\u0131 veriler veya algoritmalar nedeniyle ortaya \u00e7\u0131kabilir ve adil olmayan sonu\u00e7lara yol a\u00e7abilir.\u00a0\u00c7e\u015fitli ve temsili veriler kullanmak ve yapay zeka sistemlerini \u00f6nyarg\u0131 a\u00e7\u0131s\u0131ndan d\u00fczenli olarak test etmek \u00f6nemlidir.\u00a0Yapay zeka sistemlerinin \u015feffafl\u0131\u011f\u0131 ve a\u00e7\u0131klanabilirli\u011fi, \u00f6nyarg\u0131n\u0131n tespit edilmesine ve azalt\u0131lmas\u0131na da yard\u0131mc\u0131 olabilir.<\/p><h3 class=\"wp-block-heading\"><strong>Gizlilik Sorunlar\u0131: Veri G\u00fcvenli\u011fi ve Gizlilik<\/strong><\/h3><p>Yapay zeka sistemleri genellikle b\u00fcy\u00fck miktarda veriye ihtiya\u00e7 duyuyor ve bu da veri g\u00fcvenli\u011fi ve gizlili\u011fine ili\u015fkin endi\u015feleri art\u0131r\u0131yor.\u00a0Veri \u015fifrelemenin, anonimle\u015ftirmenin ve g\u00fcvenli veri depolama uygulamalar\u0131n\u0131n sa\u011flanmas\u0131 gizlili\u011fin korunmas\u0131 a\u00e7\u0131s\u0131ndan \u00e7ok \u00f6nemlidir.<\/p><h3 class=\"wp-block-heading\"><strong>Mevzuata Uygunluk: GDPR, CCPA ve Di\u011fer \u0130lgili Kanunlar\/Y\u00f6netmelikler<\/strong><\/h3><p>Yapay zeka sistemlerinin, Avrupa&#8217;daki Genel Veri Koruma Y\u00f6netmeli\u011fi (GDPR) ve ABD&#8217;deki Kaliforniya T\u00fcketici Gizlili\u011fi Yasas\u0131 (CCPA) gibi ilgili yasa ve d\u00fczenlemelere uymas\u0131 gerekir.\u00a0Uyumluluk, yasal veri i\u015flemenin sa\u011flanmas\u0131n\u0131, kullan\u0131c\u0131 haklar\u0131na sayg\u0131 g\u00f6sterilmesini, veri koruma \u00f6nlemlerinin uygulanmas\u0131n\u0131 ve daha fazlas\u0131n\u0131 i\u00e7erir.<\/p><h2 class=\"wp-block-heading\"><strong>\u00c7\u00f6z\u00fcm<\/strong><\/h2><h3 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitiminde G\u00fcncel E\u011filimler<\/strong><\/h3><p>Yapay zeka e\u011fitimi alan\u0131 dinamiktir ve s\u00fcrekli geli\u015fim ve yenilikle i\u015faretlenmi\u015ftir.\u00a0\u015eu anda yapay zeka e\u011fitiminin manzaras\u0131n\u0131 \u00e7e\u015fitli e\u011filimler \u015fekillendiriyor:<\/p><ol><li><strong>Birle\u015fik \u00d6\u011frenme<\/strong>\u00a0: Bu yakla\u015f\u0131m, yapay zeka modellerinin yerel cihazlarda merkezi olmayan e\u011fitimine olanak tan\u0131r.\u00a0Modelin merkezile\u015ftirilmesine gerek kalmadan verilerden \u00f6\u011frenmesini sa\u011flayarak veri gizlili\u011fini art\u0131r\u0131r.<\/li><li><strong>Transfer \u00d6\u011frenme<\/strong>\u00a0: Transfer \u00f6\u011frenme ile bir problemi \u00e7\u00f6zerken kazan\u0131lan bilginin farkl\u0131 fakat ilgili bir probleme uygulanmas\u0131d\u0131r.\u00a0Bu teknik, b\u00fcy\u00fck miktarda veri ve hesaplama kayna\u011f\u0131na olan ihtiyac\u0131 azaltarak yapay zeka e\u011fitim s\u00fcrecini h\u0131zland\u0131r\u0131r.<\/li><li><strong>Sentetik Veri \u00dcretimi<\/strong>\u00a0: Yapay zeka modellerinin e\u011fitiminde veriler giderek daha \u00f6nemli hale geldik\u00e7e, sentetik veri \u00fcretimi de daha pop\u00fcler hale geliyor.\u00a0Veri k\u0131tl\u0131\u011f\u0131 ve gizlilik sorunlar\u0131n\u0131n \u00fcstesinden gelinmesine ve modellerin sa\u011flaml\u0131\u011f\u0131n\u0131n art\u0131r\u0131lmas\u0131na yard\u0131mc\u0131 olabilir.<\/li><\/ol><h3 class=\"wp-block-heading\"><strong>Yapay Zeka E\u011fitiminde Gelecekteki Beklentiler ve Zorluklar<\/strong><\/h3><p>Yapay zeka e\u011fitiminin gelece\u011fi muazzam bir potansiyel bar\u0131nd\u0131r\u0131yor ancak ayn\u0131 zamanda \u00f6nemli zorluklar\u0131 da beraberinde getiriyor:<\/p><ol><li><strong>Kuantum Hesaplama<\/strong>\u00a0: Kuantum hesaplaman\u0131n ortaya \u00e7\u0131k\u0131\u015f\u0131 yapay zeka e\u011fitiminde devrim yaratabilir.\u00a0Kuantum bilgisayarlar karma\u015f\u0131k hesaplamalar\u0131 geleneksel bilgisayarlardan \u00e7ok daha h\u0131zl\u0131 ger\u00e7ekle\u015ftirme potansiyeline sahip ve potansiyel olarak yapay zekada yeni bir \u00e7a\u011f\u0131n habercisi.<\/li><li><strong>Yapay Zeka Eti\u011fi ve D\u00fczenleme<\/strong>\u00a0: Yapay zeka g\u00fcnl\u00fck hayata daha fazla entegre olduk\u00e7a, etik ve d\u00fczenleyici zorluklar da daha acil hale geliyor.\u00a0Yapay zeka modellerinde ve e\u011fitim s\u00fcre\u00e7lerinde adaletin, \u015feffafl\u0131\u011f\u0131n ve gizlili\u011fin sa\u011flanmas\u0131 b\u00fcy\u00fck bir endi\u015fe kayna\u011f\u0131d\u0131r.<\/li><li><strong>Enerji Verimlili\u011fi<\/strong>\u00a0: Yapay zeka e\u011fitimi, \u00f6zellikle de derin \u00f6\u011frenme, hesaplama a\u00e7\u0131s\u0131ndan yo\u011fun olabilir ve enerji t\u00fcketebilir.\u00a0Enerji a\u00e7\u0131s\u0131ndan daha verimli algoritmalar ve donan\u0131mlar geli\u015ftirmek, gelecek i\u00e7in \u00f6nemli bir zorluktur.<\/li><\/ol><h3 class=\"wp-block-heading\"><strong>Son \u00d6zetleme ve Kapan\u0131\u015f D\u00fc\u015f\u00fcnceleri<\/strong><\/h3><p>Yapay zeka e\u011fitimi, veri toplama, \u00f6n i\u015fleme, model e\u011fitimi, de\u011ferlendirme, ayarlama ve daha fazlas\u0131n\u0131 i\u00e7eren \u00e7ok say\u0131da a\u015famay\u0131 i\u00e7eren karma\u015f\u0131k ama b\u00fcy\u00fcleyici bir s\u00fcre\u00e7tir.\u00a0Di\u011ferlerinin yan\u0131 s\u0131ra denetimli \u00f6\u011frenme, denetimsiz \u00f6\u011frenme ve takviyeli \u00f6\u011frenme gibi \u00e7e\u015fitli teknik ve metodolojilerden yararlan\u0131r.<\/p><p>Yapay zeka e\u011fitimi halihaz\u0131rda \u00e7ok say\u0131da sekt\u00f6r\u00fc d\u00f6n\u00fc\u015ft\u00fcr\u00fcrken, gelece\u011fe y\u00f6nelik daha da heyecan verici olanaklar sunarak geli\u015fmeye devam ediyor.\u00a0Ancak yapay zekan\u0131n t\u00fcm potansiyelinden sorumlu ve etik bir \u015fekilde yararlanmak i\u00e7in ele al\u0131nmas\u0131 gereken \u00f6nemli zorluklar\u0131 da beraberinde getiriyor.<\/p><p>Bu alanda ilerlemeye devam ederken, yapay zeka e\u011fitiminin yaln\u0131zca teknik y\u00f6nlerine de\u011fil ayn\u0131 zamanda etik sonu\u00e7lar\u0131na da odaklanmak \u00e7ok \u00f6nemli.\u00a0\u0130novasyonu sorumlulukla dengelemek, yapay zekan\u0131n s\u00fcrd\u00fcr\u00fclebilir ve faydal\u0131 geli\u015fimini sa\u011flaman\u0131n anahtar\u0131 olacakt\u0131r.<\/p><\/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\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-323fbfb elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"323fbfb\" 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-ca2fc50\" data-id=\"ca2fc50\" 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-a62c14b elementor-widget elementor-widget-image\" data-id=\"a62c14b\" 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 loading=\"lazy\" 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\" title=\"\">\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-5406407 elementor-widget elementor-widget-heading\" data-id=\"5406407\" 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-763b630 elementor-widget elementor-widget-heading\" data-id=\"763b630\" 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-dab7e9f elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"dab7e9f\" 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-eec3d68\" data-id=\"eec3d68\" 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-a0b4132 elementor-widget elementor-widget-heading\" data-id=\"a0b4132\" 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-d3ab333 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"d3ab333\" 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=\"6505\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\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\/gorunmeyen-asistanlarimiz-yapay-zeka-evimize-ve-isimize-nasil-sizdi\/\" target=\"_self\">\n\t\t\t\tG\u00f6r\u00fcnmeyen Asistanlar\u0131m\u0131z Yapay Zeka Evimize ve \u0130\u015fimize Nas\u0131l S\u0131zd\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<div class=\"premium-blog-post-outer-container\" data-total=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\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\/openai-1-25-trilyon-dolar-degerleme-ve-30-milyar-dolarlik-yeni-yatirim\/\" target=\"_self\">\n\t\t\t\tOpenAI 1.25 Trilyon Dolar De\u011ferleme ve 30 Milyar Dolarl\u0131k Yeni Yat\u0131r\u0131m\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=\"152\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper empty-thumb\">\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-dedektifleri-makineler-gorsellerin-arkasindaki-hikayeyi-nasil-cozuyor\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Dedektifleri: Makineler G\u00f6rsellerin Arkas\u0131ndaki Hikayeyi Nas\u0131l \u00c7\u00f6z\u00fcyor?\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 Ara\u00e7lar\u0131 Nas\u0131l E\u011fitilir? Yapay Zekaya (YZ) K\u0131sa Giri\u015f Yapay Zeka (YZ), makinelerin veya yaz\u0131l\u0131mlar\u0131n insan davran\u0131\u015f\u0131n\u0131, \u00f6zellikle de \u00f6\u011frenme, karar verme ve problem&hellip;<\/p>","protected":false},"author":1,"featured_media":6506,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_customify_content_layout":"","_customify_sidebar":"","_customify_page_header_display":"default","_customify_disable_header":"","_customify_disable_header_top":"","_customify_disable_header_main":"","_customify_disable_header_bottom":"","_customify_disable_page_title":"","_customify_disable_content_vertical_padding":"","_customify_disable_footer_top":"","_customify_disable_footer_main":"","_customify_disable_footer_bottom":"","_customify_breadcrumb_display":"default","_customify_header_transparent_display":"","footnotes":""},"categories":[13],"tags":[17],"class_list":["post-6505","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6505","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=6505"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6505\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6506"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6505"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6505"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6505"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}