{"id":4215,"date":"2022-10-20T08:27:48","date_gmt":"2022-10-20T08:27:48","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4215"},"modified":"2022-10-20T08:31:06","modified_gmt":"2022-10-20T08:31:06","slug":"yapay-zeka-ve-veri-muhendisligi","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-ve-veri-muhendisligi\/","title":{"rendered":"Yapay zeka\u00a0ve veri m\u00fchendisli\u011fi"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4215\" class=\"elementor elementor-4215\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-20cd7a1 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"20cd7a1\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div 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data-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 Kaya<\/a><\/li>\n<\/ul>\t\t\t\t\t\t\t<\/nav>\n\t\t\t\t\t\t\t<div class=\"elementor-clickable hfe-flyout-close\" tabindex=\"0\">\n\t\t\t\t\t\t\t\t<i aria-hidden=\"true\" tabindex=\"0\" class=\"far fa-window-close\"><\/i>\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\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<\/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-ccc7156 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ccc7156\" 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-8e6c5d3\" data-id=\"8e6c5d3\" 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-fc84d57 elementor-widget elementor-widget-heading\" data-id=\"fc84d57\" 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 veri m\u00fchendisli\u011fi<\/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-68bad94 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"68bad94\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c891432\" data-id=\"c891432\" 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-6202ad8 elementor-widget elementor-widget-heading\" data-id=\"6202ad8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Yapay zeka ve veri m\u00fchendisli\u011fi ili\u015fkisi<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-93efd67 elementor-widget elementor-widget-text-editor\" data-id=\"93efd67\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Yapay zeka (YZ) on y\u0131llard\u0131r var, ancak teknolojinin daha \u00f6nce \u00e7\u00f6z\u00fclemeyen sorunlar\u0131 \u00e7\u00f6zebilme vaadini ancak son zamanlarda yerine getirebildi. Art\u0131k YZ&#8217;n\u0131n hayat\u0131m\u0131z\u0131 iyile\u015ftirip iyile\u015ftirmeyece\u011fi de\u011fil, onlar\u0131 nas\u0131l de\u011fi\u015ftirece\u011fi meselesi de\u011fil. Yapay zeka sistemlerinin geli\u015fmesi ve olgunla\u015fmas\u0131 i\u00e7in e\u011fitim ama\u00e7l\u0131 y\u00fcksek kaliteli veri k\u00fcmelerinin olmas\u0131 gerekir. Veri m\u00fchendisleri, sosyal medya siteleri veya depolardaki veya fabrikalardaki yerinde sens\u00f6rler gibi \u00e7e\u015fitli kaynaklardan veri toplay\u0131p temizleyerek bu veri k\u00fcmelerini s\u0131f\u0131rdan olu\u015fturmakla g\u00f6revlendirilir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8aaba9 elementor-widget elementor-widget-heading\" data-id=\"b8aaba9\" 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\">Veriler, bir yapay zeka sisteminin can damar\u0131d\u0131r.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b0d6a13 elementor-widget elementor-widget-text-editor\" data-id=\"b0d6a13\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Her akademik ve ticari yapay zeka sistemi veriler \u00fczerine kuruludur. Veri, yapay zekaya g\u00fc\u00e7 veren yak\u0131tt\u0131r. Ba\u015far\u0131l\u0131 bir yapay zeka sistemi olu\u015fturman\u0131n anahtar\u0131 budur.<\/p><p>Bir makine \u00f6\u011frenimi algoritmas\u0131 olu\u015fturmak i\u00e7in, ona do\u011fru etiketlenmi\u015f \u00e7ok say\u0131da e\u011fitim verisi beslemeniz gerekir. Ne kadar \u00e7ok e\u011fitim veriniz varsa, algoritmalar\u0131n\u0131z yeni veri noktalar\u0131 hakk\u0131nda tahminler yapmada o kadar iyi olabilir (s\u0131n\u0131fland\u0131rma g\u00f6revlerinde oldu\u011fu gibi).<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c45d879 elementor-widget elementor-widget-image\" data-id=\"c45d879\" 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=\"800\" height=\"533\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-ve-veri-muhendisligi.jpeg\" class=\"attachment-large size-large wp-image-4217\" alt=\"yapay zeka ve veri m\u00fchendisli\u011fi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-ve-veri-muhendisligi.jpeg 800w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-ve-veri-muhendisligi-300x200.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-ve-veri-muhendisligi-768x512.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/10\/yapay-zeka-ve-veri-muhendisligi-18x12.jpeg 18w\" sizes=\"(max-width: 800px) 100vw, 800px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">yapay zeka ve veri m\u00fchendisli\u011fi<\/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-254b9aa elementor-widget elementor-widget-heading\" data-id=\"254b9aa\" 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\">Verileri d\u00f6n\u00fc\u015ft\u00fcrme ve temizleme, veri m\u00fchendisli\u011fi i\u015f fonksiyonunun en \u00f6nemli k\u0131s\u0131mlar\u0131ndan biridir.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-88eb2ed elementor-widget elementor-widget-text-editor\" data-id=\"88eb2ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Veri m\u00fchendisleri, verileri d\u00f6n\u00fc\u015ft\u00fcrmek ve temizlemekten sorumludur. Verileri ham bi\u00e7iminden makine \u00f6\u011frenimi sistemleri taraf\u0131ndan kullan\u0131labilecek bir bi\u00e7ime d\u00f6n\u00fc\u015ft\u00fcrmeye giden baz\u0131 ad\u0131mlar\u0131 otomatikle\u015ftirmek i\u00e7in ETL (ay\u0131klama, d\u00f6n\u00fc\u015ft\u00fcrme, y\u00fckleme) ara\u00e7lar\u0131n\u0131 kullan\u0131rlar. YZ sistemlerinde veri kalitesi \u00f6nemlidir, \u00e7\u00fcnk\u00fc her t\u00fcr veriyi \u00f6nyarg\u0131 veya bozulma olmadan i\u015fleyebilmeleri gerekir.<\/p><p>Veri m\u00fchendisleri ayr\u0131ca k\u00fcmeleme algoritmalar\u0131 ve boyutsall\u0131k azaltma teknikleri (\u00f6rne\u011fin, temel bile\u015fen analizi) kullanarak mevcut \u00f6zelliklerden yeni \u00f6zellikler olu\u015fturabilir. Bu, modellerini bu \u00f6zellikler \u00fczerinde e\u011fittiklerinde daha iyi modelleme sonu\u00e7lar\u0131na yol a\u00e7abilecek ham verileri hakk\u0131nda yeni bilgiler elde etmelerine yard\u0131mc\u0131 olur.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d392312 elementor-widget elementor-widget-heading\" data-id=\"d392312\" 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\">ETL (\u00e7\u0131karma, d\u00f6n\u00fc\u015ft\u00fcrme ve y\u00fckleme) ara\u00e7lar\u0131, veri m\u00fchendislerinin veri \u00e7\u0131karma, temizleme ve bir veri deposuna y\u00fckleme s\u00fcrecini h\u0131zland\u0131rmaya yard\u0131mc\u0131 olan ard\u0131\u015f\u0131k d\u00fczen olu\u015fturmalar\u0131na olanak tan\u0131r.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b22dd61 elementor-widget elementor-widget-text-editor\" data-id=\"b22dd61\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>ETL ara\u00e7lar\u0131, bir veri deposuna veri \u00e7\u0131karma, temizleme ve y\u00fckleme s\u00fcrecini h\u0131zland\u0131rmaya yard\u0131mc\u0131 olan i\u015flem hatlar\u0131 olu\u015fturman\u0131za olanak tan\u0131r.<\/p><p>ETL s\u00fcreci \u00fc\u00e7 ad\u0131ma ayr\u0131labilir:<\/p><ul><li>\u00c7\u0131karma &#8211; \u0130\u015flem hatt\u0131ndaki ilk ad\u0131m, kaynak sistemin gerekli verilerle kay\u0131tlar\u0131 veya dosyalar\u0131 g\u00f6ndermesidir. Bu, bir veritaban\u0131ndan veya API \u00e7a\u011fr\u0131s\u0131ndan \u00e7ekiliyor olabilir veya yeni dosyalar\u0131n ba\u015fka bir uygulama taraf\u0131ndan y\u00fcklendi\u011fi bir AWS S3 kovas\u0131ndan kopyalan\u0131yor olabilir.<\/li><li>D\u00f6n\u00fc\u015ft\u00fcrme &#8211; Ard\u0131ndan, kullan\u0131m durumunuzun gerektirdi\u011fi \u015feye ba\u011fl\u0131 olarak, bu kaynak veri k\u00fcmesine d\u00f6n\u00fc\u015ft\u00fcrmeler uygulan\u0131r. \u00d6rne\u011fin, hedef veritaban\u0131n\u0131za y\u00fcklemeden \u00f6nce m\u00fckerrer kay\u0131tlar\u0131 ortadan kald\u0131rmak istiyorsan\u0131z, o zaman bu burada uygulanacakt\u0131r (\u00f6rne\u011fin, Postgres&#8217;in CREATE TABLE AS SELECT AS ). Veya bo\u015f s\u00fctunlar\u0131 kald\u0131rmak gibi baz\u0131 ek temizlik gerekli olabilir mi? Bu t\u00fcr i\u015flemlerin de yap\u0131ld\u0131\u011f\u0131 yer buras\u0131d\u0131r (\u00f6rne\u011fin, Pandalar\u0131 kullanarak).<\/li><li>Y\u00fckleme &#8211; Sonunda d\u00f6n\u00fc\u015ft\u00fcr\u00fclm\u00fc\u015f veri setimizi hedef veritaban\u0131m\u0131za\/veri depomuza y\u00fckleriz, b\u00f6ylece daha sonra sorgulayabiliriz!<\/li><\/ul><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c8f05b elementor-widget elementor-widget-heading\" data-id=\"3c8f05b\" 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\">Ne kadar \u00e7ok ad\u0131m\u0131 otomatikle\u015ftirirseniz, modellerinizi y\u00fcksek kaliteli veri k\u00fcmeleriyle e\u011fitmek o kadar kolay olur.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21ff73c elementor-widget elementor-widget-text-editor\" data-id=\"21ff73c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Veri m\u00fchendisli\u011fi, veri bilimi s\u00fcrecinin \u00f6nemli bir par\u00e7as\u0131d\u0131r. Analitik ve makine \u00f6\u011frenimi modelleri i\u00e7in kullan\u0131labilmesi i\u00e7in verileri bir veri deposuna \u00e7\u0131karmak, d\u00f6n\u00fc\u015ft\u00fcrmek ve y\u00fcklemekle ilgilidir.<\/p><p>\u0130\u015f ak\u0131\u015f\u0131n\u0131zda ne kadar \u00e7ok ad\u0131m\u0131 otomatikle\u015ftirirseniz, modellerinizi y\u00fcksek kaliteli veri k\u00fcmeleriyle geni\u015f \u00f6l\u00e7ekte e\u011fitmek o kadar kolay olur.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbe6746 elementor-widget elementor-widget-heading\" data-id=\"dbe6746\" 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\">Sonu\u00e7<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9bbee8e elementor-widget elementor-widget-text-editor\" data-id=\"9bbee8e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"\"><div class=\"cell border-box-sizing code_cell rendered\"><div class=\"input\"><div class=\"prompt input_prompt\"><p>Veri m\u00fchendisli\u011fi, bir YZ sistemi olu\u015fturman\u0131n \u00f6nemli bir par\u00e7as\u0131d\u0131r. Algoritmalar\u0131n\u0131z\u0131n ihtiya\u00e7 duydu\u011fu verilerin, sisteminizin di\u011fer b\u00f6l\u00fcmleri taraf\u0131ndan kullan\u0131lmas\u0131n\u0131 kolayla\u015ft\u0131racak \u015fekilde bir veri deposuna bulunmas\u0131n\u0131, d\u00f6n\u00fc\u015ft\u00fcr\u00fclmesini ve y\u00fcklenmesini sa\u011flamak veri m\u00fchendislerinin i\u015fidir.<\/p><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-62860f1 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"62860f1\" 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-17a0cc1\" data-id=\"17a0cc1\" 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-60bda62 elementor-widget elementor-widget-image\" data-id=\"60bda62\" 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-e6aec52 elementor-widget elementor-widget-heading\" data-id=\"e6aec52\" 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-5cb0fdb elementor-widget elementor-widget-heading\" data-id=\"5cb0fdb\" 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-e4b590b elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"e4b590b\" 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-0195277\" data-id=\"0195277\" 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-88dea44 elementor-widget elementor-widget-heading\" data-id=\"88dea44\" 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-1330b4f premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"1330b4f\" 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=\"4215\">\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 ve veri m\u00fchendisli\u011fi Yapay zeka ve veri m\u00fchendisli\u011fi ili\u015fkisi Yapay zeka (YZ) on y\u0131llard\u0131r var, ancak teknolojinin daha \u00f6nce \u00e7\u00f6z\u00fclemeyen sorunlar\u0131 \u00e7\u00f6zebilme vaadini&hellip;<\/p>","protected":false},"author":1,"featured_media":4217,"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":[17,48],"class_list":["post-4215","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-yapay-zeka","tag-yapay-zeka-nedir"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4215","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=4215"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4215\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/4217"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=4215"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=4215"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=4215"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}