{"id":4908,"date":"2023-08-01T06:36:13","date_gmt":"2023-08-01T06:36:13","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4908"},"modified":"2023-08-01T06:36:15","modified_gmt":"2023-08-01T06:36:15","slug":"mostly-ai-en-dogru-sentetik-veri-olusturucu","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/mostly-ai-en-dogru-sentetik-veri-olusturucu\/","title":{"rendered":"MOSTLY AI: En Do\u011fru Sentetik Veri Olu\u015fturucu"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4908\" class=\"elementor elementor-4908\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b29eb75 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b29eb75\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6274edb\" data-id=\"6274edb\" 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-29fdbbf elementor-widget elementor-widget-shortcode\" data-id=\"29fdbbf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1494\" class=\"elementor elementor-1494\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e3797c5 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInLeft&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANA SAYFA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/hakkimizda\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/arastirmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/blog\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">BLOG 4.0<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bff95a7 animated-slow elementor-invisible elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/\">\n\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1c86e38 elementor-icon-list--layout-inline elementor-align-center animated-slow elementor-list-item-link-full_width elementor-invisible elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInRight&quot;}\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items elementor-inline-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/ders\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">DERS<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/konusmalar\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/iletisim\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/basvuru\/\">\n\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-53ecb96 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"53ecb96\" 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-dec5f88\" data-id=\"dec5f88\" 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-26f9d55 elementor-widget elementor-widget-heading\" data-id=\"26f9d55\" 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\">MOSTLY AI: En do\u011fru sentetik veri olu\u015fturucu<\/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-648126d elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"648126d\" 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-f28f586\" data-id=\"f28f586\" 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-ce89d6b elementor-widget elementor-widget-text-editor\" data-id=\"ce89d6b\" 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\"><div class=\"group w-full text-gray-800 dark:text-gray-100 border-b border-black\/10 dark:border-gray-900\/50 bg-gray-50 dark:bg-[#444654]\"><div class=\"text-base gap-4 md:gap-6 md:max-w-2xl lg:max-w-xl xl:max-w-3xl p-4 md:py-6 flex lg:px-0 m-auto\"><div class=\"relative flex w-[calc(100%-50px)] flex-col gap-1 md:gap-3 lg:w-[calc(100%-115px)]\"><div class=\"flex flex-grow flex-col gap-3\"><div class=\"min-h-[20px] flex flex-col items-start gap-4 whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p><span>\u0130\u015fletmeler ilgili i\u00e7g\u00f6r\u00fcleri \u00e7\u0131karmaya ve g\u00fc\u00e7l\u00fc makine \u00f6\u011frenimi modelleri olu\u015fturmaya \u00e7al\u0131\u015f\u0131rken, y\u00fcksek kaliteli, do\u011fru sentetik veri k\u00fcmelerine olan ihtiya\u00e7 artt\u0131.\u00a0<\/span><a href=\"https:\/\/mostly.ai\/\" target=\"_blank\" rel=\"noopener\"><span>MOSTLY AI,<\/span><\/a><span>\u00a0en son bulgular\u0131m\u0131z\u0131 sunmaktan heyecan duyuyor.\u00a0<a href=\"https:\/\/github.com\/sdv-dev\/SDV\" target=\"_blank\" rel=\"noopener\">Bu blog g\u00f6nderisinde, MOSTLY AI ve en pop\u00fcler a\u00e7\u0131k kaynakl\u0131 sentetik veri \u00fcreticilerinden ( SDV<\/a>\u00a0) biri taraf\u0131ndan \u00fcretilen\u00a0<\/span><a href=\"https:\/\/mostly.ai\/synthetic-data\/what-is-synthetic-data\" target=\"_blank\" rel=\"noopener\"><span>sentetik verileri<\/span><\/a><span>\u00a0kar\u015f\u0131la\u015ft\u0131ran ve elde edilen sentetik verileri kullanarak bir makine \u00f6\u011frenimi modeli olu\u015fturarak sentetik veri kalitesini de\u011ferlendiren\u00a0bir deneyin sonu\u00e7lar\u0131n\u0131 sunaca\u011f\u0131z.<\/span><\/p><\/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-0527d07 elementor-widget elementor-widget-heading\" data-id=\"0527d07\" 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\">MOSTLY AI'y\u0131 di\u011ferlerinden ay\u0131ran nedir? <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3716fff elementor-widget elementor-widget-text-editor\" data-id=\"3716fff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/mostly.ai\/synthetic-data-platform\/generate-synthetic-data\" target=\"_blank\" rel=\"noopener\"><span>Sentetik veri olu\u015fturma y\u00f6ntemimiz,<\/span><\/a><span>\u00a0Generative\u00a0AI&#8217;daki en son geli\u015fmeleri kapsaml\u0131 bir veri koruma ve uyumluluk anlay\u0131\u015f\u0131yla birle\u015ftirir.\u00a0MOSTLY AI taraf\u0131ndan olu\u015fturulan her sentetik veri setinin, orijinal verilerin istatistiksel \u00f6zelliklerini koruyarak orijinalli\u011fini korurken hassas bilgileri g\u00fcvence alt\u0131na almas\u0131n\u0131, en son teknolojiye sahip algoritmalardan ve modellerden yararlanarak sa\u011fl\u0131yoruz.<\/span><\/p><p><span>Sentetik veri \u00fcretimimizi iyile\u015ftirmenin yollar\u0131n\u0131 ararken, Databricks blogunda\u00a0<\/span><a href=\"https:\/\/www.databricks.com\/blog\/2023\/04\/12\/synthetic-data-better-machine-learning.html\" target=\"_blank\" rel=\"noopener\"><span>Sean Owen taraf\u0131ndan yaz\u0131lm\u0131\u015f bir g\u00f6nderiye<\/span><\/a><span> rastlad\u0131k.\u00a0G\u00f6nderi, sentetik veri k\u00fcmeleri olu\u015fturmak i\u00e7in Sentetik Veri Kasas\u0131&#8217;n\u0131n (SDV) kullan\u0131m\u0131n\u0131 a\u00e7\u0131klad\u0131.\u00a0MOSTLY AI&#8217;nin SDV&#8217;ye k\u0131yasla nas\u0131l oldu\u011funu merak ettik ve \u00e7\u00f6z\u00fcm\u00fcm\u00fcz\u00fcn performans\u0131n\u0131 SDV&#8217;lerle kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in bir \u00e7al\u0131\u015fma yapmaya karar verdik.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-766bd28 elementor-widget elementor-widget-image\" data-id=\"766bd28\" 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=\"391\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/MOSTLY_AI.jpg\" class=\"attachment-large size-large wp-image-4910\" alt=\"MOSTLY_AI\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/MOSTLY_AI.jpg 900w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/MOSTLY_AI-300x139.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/MOSTLY_AI-768x356.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/MOSTLY_AI-18x8.jpg 18w\" sizes=\"(max-width: 843px) 100vw, 843px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">MOSTLY_AI<\/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-a6c9fbc elementor-widget elementor-widget-heading\" data-id=\"a6c9fbc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">\u00d6rnek veriler\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1f9fe39 elementor-widget elementor-widget-text-editor\" data-id=\"1f9fe39\" 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><span>De\u011ferlendirme s\u00fcrecimizde sistematik bir yakla\u015f\u0131m izledik.\u00a0\u0130lk olarak, makalede bahsedilen veri setini elde ederek kar\u015f\u0131la\u015ft\u0131rma i\u00e7in g\u00fcvenilir bir kar\u015f\u0131la\u015ft\u0131rma \u00f6l\u00e7\u00fct\u00fc elde ettik.\u00a0Veriler Databricks&#8217;te &#8216;\/databricks-datasets\/nyctaxi\/tables\/nyctaxi_yellow&#8217; konumunda bulunur.\u00a0Tan\u0131nm\u0131\u015f NYC Taxi veri k\u00fcmesidir.\u00a0On y\u0131l\u0131 a\u015fk\u0131n bir s\u00fcredir, New York City&#8217;deki taksi yolculuklar\u0131yla ilgili alma ve b\u0131rakma yerleri, mesafeler, \u00fccretler, ge\u00e7i\u015f \u00fccretleri ve bah\u015fi\u015fler gibi temel bilgileri toplam\u0131\u015ft\u0131r.<\/span><\/p><p><span>Daha sonra, veri setinin %80&#8217;ini sentezlemek i\u00e7in hem Sentetik Veri Kasas\u0131 (SDV) hem de MOSTLY AI&#8217;\u0131n sentetik veri olu\u015fturucusunu kulland\u0131k ve \u00f6zelliklerini ve modellerini do\u011fru bir \u015fekilde yakalamay\u0131 ama\u00e7lad\u0131k.\u00a0Adil bir de\u011ferlendirme olu\u015fturmak i\u00e7in kalan %20&#8217;yi test ve do\u011frulama amac\u0131yla bir kenara ay\u0131rd\u0131k.\u00a0Bu ad\u0131m, sentetik veri setimizin performans\u0131n\u0131 SDV&#8217;nin sonu\u00e7lar\u0131na g\u00f6re kapsaml\u0131 bir \u015fekilde de\u011ferlendirmemizi sa\u011flad\u0131.<\/span><\/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-1afdd34 elementor-widget elementor-widget-heading\" data-id=\"1afdd34\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sentetik veriler \u2013 Kalite de\u011ferlendirmesi\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5acda6b elementor-widget elementor-widget-text-editor\" data-id=\"5acda6b\" 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><span>Hem MOSTLY AI hem de SDV taraf\u0131ndan \u00fcretilen sentetik verilerin kalitesini ve do\u011frulu\u011funu de\u011ferlendirmek i\u00e7in iki farkl\u0131 \u00f6l\u00e7\u00fcm metri\u011fi kulland\u0131k.\u00a0MOSTLY AI QA raporuna g\u00f6re, sentetik veri setimiz\u00a0<\/span><b><span>%96 do\u011fruluk<\/span><\/b><span>\u00a0elde etti .\u00a0Buna kar\u015f\u0131l\u0131k, SDV&#8217;nin performans\u0131 %40 do\u011frulukla \u00f6l\u00e7\u00fcld\u00fc ve sonu\u00e7larda \u00f6nemli bir e\u015fitsizli\u011fin alt\u0131 \u00e7izildi.\u00a0Ek olarak, SDV&#8217;nin Kalite Raporu kullan\u0131larak kalite puanlar\u0131 de\u011ferlendirilirken, MOSTLY AI&#8217;nin sentetik veri seti\u00a0<\/span><b><span>%97&#8217;lik bir derecelendirme<\/span><\/b><span>\u00a0ald\u0131 ve bu, ger\u00e7ek d\u00fcnya da\u011f\u0131l\u0131mlar\u0131na ve istatistiksel \u00f6zelliklere y\u00fcksek d\u00fczeyde ba\u011fl\u0131l\u0131\u011f\u0131 g\u00f6steriyor.\u00a0SDV, %77&#8217;lik bir kalite puan\u0131 elde etti.\u00a0<\/span><\/p><p><b><span>Makine \u00f6\u011frenimi modeli olu\u015fturarak de\u011ferlendirme<\/span><\/b><\/p><p><span>De\u011ferlendirmemizin son a\u015famas\u0131nda, referans verilen blog g\u00f6nderisinde kullan\u0131lan metodolojiyi yans\u0131tan LightGBM kullanarak bir regresyon modeli olu\u015fturduk.\u00a0Temel olarak ama\u00e7, bir m\u00fc\u015fterinin taksi \u015fof\u00f6r\u00fcne teklif etme olas\u0131l\u0131\u011f\u0131n\u0131n daha y\u00fcksek oldu\u011fu bah\u015fi\u015f miktar\u0131n\u0131 tahmin etmeye \u00e7al\u0131\u015fan bir regresyon modeli olu\u015fturmakt\u0131r.\u00a0Uzatma seti, MOSTLY AI ve SDV taraf\u0131ndan olu\u015fturulan sentetik veri setlerinin yan\u0131 s\u0131ra orijinal veri setinde e\u011fitilen modellerin tahmin performans\u0131n\u0131 de\u011ferlendirmek i\u00e7in test yata\u011f\u0131 g\u00f6revi g\u00f6rd\u00fc.\u00a0\u00d6zellikle, orijinal veriler 0,99&#8217;luk bir RMSE&#8217;ye (K\u00f6k Ortalama Kare Hatas\u0131) ula\u015ft\u0131 ve bu da onun g\u00fc\u00e7l\u00fc tahmin kabiliyetini g\u00f6sterdi.\u00a0MOSTLY AI taraf\u0131ndan \u00fcretilen sentetik veri seti,\u00a0<\/span><b><span>1.00 RMSE ile yak\u0131ndan takip ediliyor<\/span><\/b><span>, orijinal veri da\u011f\u0131l\u0131m\u0131na do\u011fru bir \u015fekilde yakla\u015fma yetene\u011fini do\u011frular.\u00a0Buna kar\u015f\u0131l\u0131k, SDV sentetik veri seti, orijinal veri setinin tahmin performans\u0131ndan daha b\u00fcy\u00fck bir sapmaya i\u015faret eden 1,64&#8217;l\u00fck daha y\u00fcksek bir RMSE vermi\u015ftir.\u00a0<\/span><\/p><p><span>1,52&#8217;lik bir RMSE&#8217;nin elde edildi\u011fi blog g\u00f6nderisinde bildirilen sonu\u00e7larla kar\u015f\u0131la\u015ft\u0131r\u0131ld\u0131\u011f\u0131nda, de\u011ferlendirmemiz \u00f6nemli bir geli\u015fme g\u00f6steriyor.\u00a01.00&#8217;lik bir RMSE ile, MOSTLY AI taraf\u0131ndan olu\u015fturulan sentetik veri seti, \u00e7ok daha iyi performans g\u00f6sterir ve orijinal verilerin do\u011frulu\u011funa olduk\u00e7a yak\u0131nd\u0131r.\u00a0Ayr\u0131ca SDV&#8217;nin daha geli\u015fmi\u015f algoritmas\u0131 olan TVAE&#8217;yi kullanarak deneyler yapt\u0131k ve bu da 1.06&#8217;l\u0131k bir RMSE ile sonu\u00e7land\u0131.\u00a0SDV&#8217;nin TVAE algoritmas\u0131 rekabet\u00e7i bir \u015fekilde performans g\u00f6sterse de, sentetik verilerimiz onu geride b\u0131rakt\u0131.<\/span><\/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-b7155fe elementor-widget elementor-widget-heading\" data-id=\"b7155fe\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Sonu\u00e7<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ad04de8 elementor-widget elementor-widget-text-editor\" data-id=\"ad04de8\" 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>MOSTLY AI ve SDV taraf\u0131ndan \u00fcretilen sentetik veri k\u00fcmelerini kar\u015f\u0131la\u015ft\u0131ran de\u011ferlendirmemizde, MOSTLY AI&#8217;nin \u00e7\u00f6z\u00fcm\u00fcn\u00fcn do\u011fruluk ve kalite a\u00e7\u0131s\u0131ndan rakiplerini geride b\u0131rakt\u0131\u011f\u0131 a\u00e7\u0131kt\u0131r.\u00a0RMSE 1.00&#8217;e ula\u015fan ve orijinal verilerin performans\u0131na \u00e7ok yakla\u015fan sentetik veri k\u00fcmemizle, sentetik veri olu\u015fturma yeteneklerimizin y\u00fcksek hassasiyetini ve asl\u0131na uygunlu\u011funu g\u00f6sterdik.\u00a0\u00d6zellikle, sentetik verilerimiz hem SDV&#8217;nin standart algoritmas\u0131ndan hem de daha geli\u015fmi\u015f TVAE algoritmas\u0131ndan daha iyi performans g\u00f6sterdi.<\/p><p>Kurulu\u015flar, sentetik verilerden yararlanarak \u00e7ok say\u0131da avantajdan yararlanabilir.\u00a0\u0130lk olarak, sentetik veri k\u00fcmelerimizin y\u00fcksek do\u011frulu\u011fu ve kalitesi, g\u00fcvenilir model e\u011fitimi ve testi sa\u011flayarak veri bilimcilerin yaln\u0131zca orijinal verilere dayanmadan sa\u011flam makine \u00f6\u011frenimi modelleri geli\u015ftirmelerini sa\u011flar.\u00a0\u0130kinci olarak, hassas bilgiler sentezlenmi\u015f ancak istatistiksel olarak temsili de\u011ferlerle de\u011fi\u015ftirildi\u011finden, sentetik veriler mahremiyet endi\u015felerini en aza indirir.\u00a0Bu, kurulu\u015flar\u0131n veri odakl\u0131 i\u00e7g\u00f6r\u00fclerin g\u00fcc\u00fcnden yararlanmaya devam ederken s\u0131k\u0131 veri gizlili\u011fi d\u00fczenlemelerine uymas\u0131n\u0131 sa\u011flar.<\/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-b183cc3 elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b183cc3\" 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-65d25eb\" data-id=\"65d25eb\" 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-b5a99ec elementor-widget elementor-widget-image\" data-id=\"b5a99ec\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/aix.web.tr\/egemen-kaya\/\">\n\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1080\" height=\"1080\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png\" class=\"attachment-full size-full wp-image-3715\" alt=\"yapay-zeka-yazar\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar.png 1080w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-300x300.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-1024x1024.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-150x150.png 150w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-768x768.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2022\/05\/yapay-zeka-yazar-12x12.png 12w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f12dfcb elementor-widget elementor-widget-heading\" data-id=\"f12dfcb\" 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-d815538 elementor-widget elementor-widget-heading\" data-id=\"d815538\" 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\"><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay Zeka<\/a> 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-72a9eab elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"72a9eab\" 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-a04f9a1\" data-id=\"a04f9a1\" 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-16f6f38 elementor-widget elementor-widget-heading\" data-id=\"16f6f38\" 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-7d6dc19 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"7d6dc19\" 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=\"4908\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg\" class=\"attachment-medium size-medium wp-image-6899\" alt=\"ChatGPT&#039;den Claude&#039;a Neden Ge\u00e7iliyor?\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-300x158.jpeg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1024x538.jpeg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-768x403.jpeg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-1536x806.jpeg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-2048x1075.jpeg 2048w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/ChatGPTden-Claudea-Neden-Geciliyor-18x9.jpeg 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png\" class=\"attachment-medium size-medium wp-image-6890\" alt=\"Google Gemini Nedir Kapsaml\u0131 Rehber ve \u00d6zellikler\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Google-Gemini-Nedir-Kapsamli-Rehber-ve-Ozellikler.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/google-gemini-nedir-rehberi\/\" target=\"_self\">\n\t\t\t\tGoogle Gemini Nedir? Kapsaml\u0131 Rehber ve \u00d6zellikler\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"167\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png\" class=\"attachment-medium size-medium wp-image-6883\" alt=\"Yapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor Stratejik G\u00fc\u00e7 Sava\u015f\u0131\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-300x167.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-1024x572.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-768x429.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/03\/Yapay-Zeka-Ulusal-Altyapi-mi-Oluyor-Stratejik-Guc-Savasi.png 1376w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\n\t\t\t\t\t\t\t\t<a class=\"elementor-icon\" href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\"><\/a>\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\n\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-ulusal-altyapi-yonetimi\/\" target=\"_self\">\n\t\t\t\tYapay Zeka Ulusal Altyap\u0131 m\u0131 Oluyor? Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>MOSTLY AI: En do\u011fru sentetik veri olu\u015fturucu \u0130\u015fletmeler ilgili i\u00e7g\u00f6r\u00fcleri \u00e7\u0131karmaya ve g\u00fc\u00e7l\u00fc makine \u00f6\u011frenimi modelleri olu\u015fturmaya \u00e7al\u0131\u015f\u0131rken, y\u00fcksek kaliteli, do\u011fru sentetik veri k\u00fcmelerine olan&hellip;<\/p>","protected":false},"author":1,"featured_media":4910,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[79,80,17,7],"class_list":["post-4908","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-mostly-ai","tag-sentetik-veri","tag-yapay-zeka","tag-yapay-zeka-arastirma"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4908","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=4908"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/4908\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/4910"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=4908"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=4908"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=4908"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}