{"id":6082,"date":"2023-10-16T11:14:18","date_gmt":"2023-10-16T11:14:18","guid":{"rendered":"https:\/\/aix.web.tr\/?p=6082"},"modified":"2023-10-16T11:14:20","modified_gmt":"2023-10-16T11:14:20","slug":"makine-ogrenmesinde-onyargiyla-mucadelenin-6-yolu","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/makine-ogrenmesinde-onyargiyla-mucadelenin-6-yolu\/","title":{"rendered":"Makine \u00d6\u011frenmesinde \u00d6nyarg\u0131yla M\u00fccadelenin 6 Yolu"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6082\" class=\"elementor elementor-6082\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bf33cde elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bf33cde\" data-element_type=\"section\" data-e-type=\"section\" 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data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;slideshow&quot;,&quot;background_slideshow_gallery&quot;:[{&quot;id&quot;:531,&quot;url&quot;:&quot;http:\\\/\\\/www.aix.web.tr\\\/wp-content\\\/uploads\\\/2019\\\/12\\\/ezgif.com-video-to-gif-1.gif&quot;}],&quot;shape_divider_bottom&quot;:&quot;mountains&quot;,&quot;background_slideshow_loop&quot;:&quot;yes&quot;,&quot;background_slideshow_slide_duration&quot;:5000,&quot;background_slideshow_slide_transition&quot;:&quot;fade&quot;,&quot;background_slideshow_transition_duration&quot;:500}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-47f43b4\" data-id=\"47f43b4\" 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-d92f1ed elementor-widget elementor-widget-heading\" data-id=\"d92f1ed\" 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\">Makine \u00d6\u011frenmesinde \u00d6nyarg\u0131yla M\u00fccadelenin 6 Yolu<\/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-2b7f71f elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2b7f71f\" 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-76d1e6a\" data-id=\"76d1e6a\" 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-f70aa15 elementor-widget elementor-widget-text-editor\" data-id=\"f70aa15\" 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><div class=\"subtitle\"><span>Veriler genellikle daha geni\u015f d\u00fcnyaya yay\u0131lan \u00f6nyarg\u0131lar\u0131 yans\u0131t\u0131r.\u00a0Makine \u00f6\u011frenmesi s\u00fcre\u00e7lerini daha adil hale getirmek i\u00e7in \u00f6nyarg\u0131y\u0131 ortadan kald\u0131racak \u00e7e\u015fitli y\u00f6ntemler kullanmam\u0131z gerekiyor.<\/span><\/div><div class=\"written-by-container\">\u00a0<\/div><\/div><div class=\"subtitle\">Veriler, insanlar gibi son derece hassas bir \u015fekilde \u00f6nyarg\u0131lara tepki verebilirler. \u0130nsanlar veri olu\u015ftururken, bu veriler kendi \u00f6nyarg\u0131lar\u0131m\u0131z\u0131, varsay\u0131mlar\u0131m\u0131z\u0131 ve g\u00f6rmezden geldi\u011fimiz noktalar\u0131m\u0131z\u0131 yans\u0131tma e\u011filimindedir. Bu nedenle, hem i\u015fletme verilerinde hem de modern do\u011fal dil i\u015fleme (NLP) algoritmalar\u0131n\u0131n temelini olu\u015fturan ge\u00e7mi\u015f verilerde toplumsal \u00f6nyarg\u0131lar\u0131n ka\u00e7\u0131n\u0131lmaz bir \u015fekilde bulunmas\u0131 muhtemeldir. Bununla birlikte, modellerin \u00f6nyarg\u0131l\u0131 karar s\u00fcre\u00e7lerini tan\u0131mlama ve bunlara kar\u015f\u0131 koyma yollar\u0131 vard\u0131r. Bu y\u00f6ntemler sihirli de\u011fnekler olmasa da ve her zaman insan m\u00fcdahalesi gerektirse de, potansiyel sorunlar\u0131n ortaya \u00e7\u0131kmas\u0131n\u0131 engellemede yard\u0131mc\u0131 olabilirler.<\/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-4a99ff9 elementor-widget elementor-widget-image\" data-id=\"4a99ff9\" 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=\"755\" height=\"423\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Makine-Ogrenmesinde-Onyargiyla-Mucadelenin-6-Yolu.png\" class=\"attachment-large size-large wp-image-6083\" alt=\"Makine \u00d6\u011frenmesinde \u00d6nyarg\u0131yla M\u00fccadelenin 6 Yolu\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Makine-Ogrenmesinde-Onyargiyla-Mucadelenin-6-Yolu.png 755w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Makine-Ogrenmesinde-Onyargiyla-Mucadelenin-6-Yolu-300x168.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/10\/Makine-Ogrenmesinde-Onyargiyla-Mucadelenin-6-Yolu-18x10.png 18w\" sizes=\"(max-width: 755px) 100vw, 755px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Makine \u00d6\u011frenmesinde \u00d6nyarg\u0131yla M\u00fccadelenin 6 Yolu<\/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-6e8219a elementor-widget elementor-widget-heading\" data-id=\"6e8219a\" 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\">Makine \u00d6\u011frenmesi G\u00f6revindeki \u00d6nyarg\u0131 Kaynaklar\u0131\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f69d5fa elementor-widget elementor-widget-text-editor\" data-id=\"f69d5fa\" 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>\u00d6nyarg\u0131, makine \u00f6\u011frenmesi (ML) alan\u0131nda \u00e7e\u015fitli bi\u00e7imlerde kendini g\u00f6steren bir sorundur, derleme sorunlar\u0131ndan karar verme sorunlar\u0131na kadar. \u0130\u015fte yayg\u0131n \u00f6nyarg\u0131 kaynaklar\u0131:<\/p><p><strong>1. Arka Plan \u00d6nyarg\u0131s\u0131:<\/strong> Dil modeli temelli do\u011fal dil i\u015fleme (NLP) yakla\u015f\u0131mlar\u0131, dilin i\u015fleyi\u015fine dair bilgi sa\u011flamak amac\u0131yla geni\u015f metin miktarlar\u0131n\u0131 kullan\u0131r. Bu y\u00f6ntem, s\u0131n\u0131rl\u0131 e\u011fitim verileri ile iyi sonu\u00e7lar elde edebilir, ancak toplumsal \u00f6nyarg\u0131lar e\u011fitim \u00f6ncesi verilere s\u0131zabilir. \u00d6rnek olarak, Avrupal\u0131-Amerikal\u0131 isimlerinin olumlu duygularla ili\u015fkilendirilme e\u011filimi ve Afrikal\u0131-Amerikal\u0131 isimlerinin olumsuz duygularla ili\u015fkilendirilme e\u011filimi g\u00f6sterilebilir.<\/p><p><strong>2. Alg\u0131sal \u00d6nyarg\u0131:<\/strong> Bir\u00e7ok makine \u00f6\u011frenmesi e\u011fitimi, insan yarg\u0131lar\u0131n\u0131 taklit etmeyi hedefler, ancak bu yarg\u0131lar mevcut bilin\u00e7li veya bilin\u00e7siz \u00f6nyarg\u0131lara dayal\u0131 olabilir. \u00d6rne\u011fin, bir \u00e7al\u0131\u015fma beyaz sporcular\u0131n \u00e7al\u0131\u015fkan ve zeki olarak tan\u0131mland\u0131\u011f\u0131n\u0131, ancak siyah sporcular\u0131n fiziksel olarak g\u00fc\u00e7l\u00fc ve atletik olarak etiketlendi\u011fini bulmu\u015ftur. \u0130nsan yarg\u0131s\u0131ndan gelen e\u011fitim verisinin sosyal \u00f6nyarg\u0131lar\u0131 i\u00e7erme olas\u0131l\u0131\u011f\u0131 y\u00fcksektir.<\/p><p><strong>3. Sonu\u00e7 \u00d6nyarg\u0131s\u0131:<\/strong> \u0130nsan yarg\u0131s\u0131ndan ba\u011f\u0131ms\u0131z veriler bile mevcut toplumsal \u00f6nyarg\u0131lar\u0131 yans\u0131tabilir. \u00d6rne\u011fin, kredi temerr\u00fcd\u00fc ger\u00e7ek bir olayd\u0131r, ancak e\u015fitsiz f\u0131rsatlardan kaynaklanabilir. \u00d6rnek olarak, son ekonomik krizde beyaz olmayan bireyler daha fazla i\u015f kayb\u0131na u\u011fram\u0131\u015f ve i\u015flerini yeniden bulma s\u00fcre\u00e7leri daha uzun s\u00fcrm\u00fc\u015f olabilir. &#8220;Ger\u00e7ek&#8221; ve &#8220;\u00f6nyarg\u0131l\u0131&#8221; veri k\u00fcmeleri aras\u0131ndaki net bir s\u0131n\u0131r\u0131n olmad\u0131\u011f\u0131 \u00f6nemlidir; toplumsal \u00f6nyarg\u0131lar \u00f6l\u00e7\u00fclebilir herhangi bir ya\u015fam y\u00f6n\u00fcn\u00fc etkileyebilir.<\/p><p><strong>4. Kullan\u0131labilirlik \u00d6nyarg\u0131s\u0131:<\/strong> Makine \u00f6\u011frenmesi, net ve s\u0131k tekrarlanan desenlerle en iyi sonu\u00e7lar\u0131 verir. Bu kal\u0131plara tam olarak uymayanlar, makine \u00f6\u011frenmesi sistemleri taraf\u0131ndan g\u00f6zden ka\u00e7\u0131r\u0131labilir. \u00d6rnek olarak, Amerika Birle\u015fik Devletleri&#8217;nde i\u015fe al\u0131m yapan bir \u015firket, yabanc\u0131 \u00fcniversitelerden mezun olanlar\u0131 veri eksikli\u011fi nedeniyle g\u00f6z ard\u0131 edebilir. Farkl\u0131 \u00fclkelerde kullan\u0131lan derece adlar\u0131n\u0131n ve unvanlar\u0131n\u0131n farkl\u0131l\u0131\u011f\u0131 da bir algoritman\u0131n karar verme s\u00fcrecini etkileyebilir.<\/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-99b7a4f elementor-widget elementor-widget-heading\" data-id=\"99b7a4f\" 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\">Makine \u00d6\u011frenmesinin \u00d6nyarg\u0131s\u0131n\u0131 Azaltmada En \u0130yi Uygulamalar\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8a2921 elementor-widget elementor-widget-text-editor\" data-id=\"b8a2921\" 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=\"group 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-15\"><div class=\"p-4 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>G\u00f6z \u00f6n\u00fcnde bulunduruldu\u011funda, hem insan s\u00fcre\u00e7leri hem de makine \u00f6\u011frenmesi i\u00e7in baz certain bir \u015f\u00fcpheye sahip olmal\u0131y\u0131z. \u00d6nyarg\u0131y\u0131 ortadan kald\u0131rmak i\u00e7in aktif ve s\u00fcrekli bir \u00e7aba g\u00f6stermeli, \u00f6nyarg\u0131 belirtilerini tespit etmeli, ayk\u0131r\u0131 durumlar\u0131 incelemeli ve makine \u00f6\u011frenme alan\u0131ndaki geli\u015fmeleri takip etmeliyiz.<\/p><p>Makine \u00f6\u011frenmesinde \u00f6nyarg\u0131y\u0131 azaltmak i\u00e7in uygulanabilecek baz\u0131 teknikler ve s\u00fcre\u00e7ler \u015funlar \u015fekildedir:<\/p><p><strong>1. Anonimle\u015ftirme ve Do\u011frudan Kalibrasyon:<\/strong> \u0130simler ve cinsiyet i\u015faretleri gibi korunan s\u0131n\u0131flar\u0131 belgelerden \u00e7\u0131karmak, \u00f6nyarg\u0131y\u0131 azaltmak i\u00e7in iyi bir ba\u015flang\u0131\u00e7 ad\u0131m\u0131d\u0131r. Ancak, bu yakla\u015f\u0131m t\u00fcm \u00f6nyarg\u0131lar\u0131 ortadan kald\u0131rmayabilir. \u00d6rne\u011fin, baz\u0131 kelimeler hala \u00f6nyarg\u0131l\u0131 sonu\u00e7lara yol a\u00e7abilir. Veri modele aktar\u0131l\u0131rken, isimlerin rastgele se\u00e7ilmesi, modelin isimle ilgili \u00f6nyarg\u0131lar\u0131 kullanmas\u0131n\u0131 engelleyebilir.<\/p><p><strong>2. Do\u011frusal Modeller:<\/strong> Derin \u00f6\u011frenme ve karar a\u011fa\u00e7lar\u0131 gibi karma\u015f\u0131k modeller, \u00f6zelliklere do\u011frudan a\u011f\u0131rl\u0131klar atayarak \u00f6nyarg\u0131lar\u0131 daha iyi gizleyebilir. Baz\u0131 durumlarda, geleneksel do\u011frusal modeller, modern yakla\u015f\u0131mlar\u0131n yerine kullan\u0131labilir. Ayr\u0131ca, derin \u00f6\u011frenmeyi do\u011frusal s\u0131n\u0131fland\u0131r\u0131c\u0131lar i\u00e7in \u00f6\u011fretici bir ara\u00e7 olarak kullanabiliriz, b\u00f6ylece insanlar neden baz\u0131 s\u0131n\u0131fland\u0131rmalar\u0131n yap\u0131ld\u0131\u011f\u0131n\u0131 anlayabilir ve potansiyel \u00f6nyarg\u0131l\u0131 \u00f6zellikleri i\u015faretleyebilirler.<\/p><p><strong>3. \u00c7eli\u015fkili \u00d6\u011frenme:<\/strong> Model cinsiyet veya \u0131rk gibi \u00f6zellikleri g\u00fcvenilir bir \u015fekilde belirleyemezse, \u00f6nyarg\u0131l\u0131 sonu\u00e7lar \u00fcretmesi daha zor olur. \u00c7eki\u015fmeli \u00f6\u011frenme, a\u011f\u0131rl\u0131klar\u0131 iki s\u0131n\u0131fland\u0131r\u0131c\u0131 aras\u0131nda payla\u015fan bir derin a\u011f kullan\u0131r. Bir s\u0131n\u0131fland\u0131r\u0131c\u0131, ilgi alan\u0131n\u0131 belirlerken di\u011feri \u00f6zelliklerin belirleyicisi olabilir. Bu, \u00f6nyarg\u0131l\u0131 sonu\u00e7lara kar\u015f\u0131 daha diren\u00e7li bir model olu\u015fturabilir.<\/p><p><strong>4. Veri Temizleme:<\/strong> \u00d6nyarg\u0131y\u0131 azaltman\u0131n en iyi yollar\u0131ndan biri, veri k\u00fcmelerini temizlemek ve i\u015f yerindeki \u00f6nyarg\u0131lar\u0131 azaltmaya \u00e7al\u0131\u015fmakt\u0131r. Ayr\u0131ca, insanlar\u0131 daha az \u00f6nyarg\u0131l\u0131 kararlar almalar\u0131 i\u00e7in e\u011fitmek, daha az \u00f6nyarg\u0131l\u0131 verilerin olu\u015fturulmas\u0131na yard\u0131mc\u0131 olabilir. \u00c7al\u0131\u015fanlar\u0131n \u00f6nyarg\u0131lar\u0131 ve kaynaklar\u0131 hakk\u0131nda e\u011fitim almas\u0131, model iyile\u015ftirmenin yan\u0131 s\u0131ra i\u015fyerindeki di\u011fer sorunlar\u0131 da ele alabilir.<\/p><p><strong>5. Denetimler ve KPI:<\/strong> Makine \u00f6\u011frenmesi karma\u015f\u0131k bir s\u00fcre\u00e7tir ve her bile\u015fenin do\u011fru \u00e7al\u0131\u015ft\u0131\u011f\u0131ndan emin olmak \u00f6nemlidir. Temel performans g\u00f6stergeleri veya KPI&#8217;lar, i\u015fin do\u011fru y\u00f6nde ilerleyip ilerlemedi\u011fini g\u00f6zlemlemek i\u00e7in izlenmelidir. Denetimler, s\u00fcre\u00e7lerdeki olas\u0131 sorunlar\u0131 tespit etmek ve \u00e7\u00f6zmek i\u00e7in kullan\u0131labilir.<\/p><p><strong>6. \u0130nsan Ke\u015ffi:<\/strong> Ger\u00e7ek sistemlerdeki sorunlar\u0131 tespit etmenin etkili bir yolu insan ke\u015ffidir. Basmakal\u0131p beyaz ve siyah isimlerin kullan\u0131ld\u0131\u011f\u0131 \u00f6zge\u00e7mi\u015flerin incelenmesi gibi \u00e7al\u0131\u015fmalar, i\u015fe al\u0131m \u00f6nyarg\u0131lar\u0131n\u0131 a\u00e7\u0131\u011fa \u00e7\u0131karabilir. \u0130nsanlar\u0131n sistemi ke\u015ffetmelerine ve sorunlar\u0131 bulmalar\u0131na izin vermek, gizli sorunlar\u0131 a\u00e7\u0131\u011fa \u00e7\u0131karmak i\u00e7in \u00f6nemli bir ara\u00e7 olabilir.<\/p><p>Bu y\u00f6ntemler, makine \u00f6\u011frenmesindeki \u00f6nyarg\u0131y\u0131 azaltmak i\u00e7in kullan\u0131labilecek etkili ara\u00e7lar sunar.<\/p><\/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-71b59fd elementor-widget elementor-widget-heading\" data-id=\"71b59fd\" 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\">\u00d6nyarg\u0131larla M\u00fccadele Konusunda Ciddi Olun<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fc9b315 elementor-widget elementor-widget-text-editor\" data-id=\"fc9b315\" 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=\"group 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-15\"><div class=\"p-4 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 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl }\"><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 max-w-full\"><div class=\"min-h-[20px] flex flex-col items-start gap-3 overflow-x-auto whitespace-pre-wrap break-words\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p><a href=\"https:\/\/aix.web.tr\/en\/yapay-zeka-nedir\/\">Yapay zeka<\/a> uygulamalar\u0131n\u0131n i\u015f s\u00fcre\u00e7lerinde ba\u015far\u0131l\u0131 bir \u015fekilde kullan\u0131labilmesi i\u00e7in, temiz ve zengin veri, uygun algoritmalar ve insan denetimi kritik bir rol oynamaktad\u0131r. \u00d6zellikle verilerin eksik oldu\u011fu durumlarda, bu tekniklerin herhangi bir soruna uygulanmas\u0131 uygun olmayabilir. Ancak insan s\u00fcre\u00e7lerindeki \u00f6nyarg\u0131lar\u0131 tan\u0131mak da \u00f6nemlidir; yapay zekadan ka\u00e7\u0131nmak sorunlar\u0131 \u00e7\u00f6zmez.<\/p><p>Bu nedenle, hem makine \u00f6\u011frenmesi hem de insan arac\u0131l\u0131\u011f\u0131 a\u00e7\u0131s\u0131ndan, \u00f6nyarg\u0131lar\u0131n azalt\u0131lmas\u0131 s\u00fcrekli bir s\u00fcre\u00e7 olarak hayati bir \u00f6neme sahiptir. Bu, organizasyonlar\u0131 \u00e7e\u015fitlendirmeye, gizli sistemik \u00f6nyarg\u0131lar\u0131n etkisini azaltmaya ve organizasyon genelinde adaleti te\u015fvik etmeye, i\u015fe alma, \u00e7al\u0131\u015fanlar\u0131 elde tutma ve marka bilinirli\u011fi gibi alanlarda olumlu sonu\u00e7lar\u0131 te\u015fvik etmeye yard\u0131mc\u0131 olabilir.<\/p><\/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-429d46e elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"429d46e\" 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-a7bc005\" data-id=\"a7bc005\" 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-125419e elementor-widget elementor-widget-image\" data-id=\"125419e\" 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-aa859c3 elementor-widget elementor-widget-heading\" data-id=\"aa859c3\" 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-b1d4fc1 elementor-widget elementor-widget-heading\" data-id=\"b1d4fc1\" 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-70b722d elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"70b722d\" 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-a1542ac\" data-id=\"a1542ac\" 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-39df4dd elementor-widget elementor-widget-heading\" data-id=\"39df4dd\" 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-4de56da premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"4de56da\" 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=\"6082\">\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>Makine \u00d6\u011frenmesinde \u00d6nyarg\u0131yla M\u00fccadelenin 6 Yolu Veriler genellikle daha geni\u015f d\u00fcnyaya yay\u0131lan \u00f6nyarg\u0131lar\u0131 yans\u0131t\u0131r.\u00a0Makine \u00f6\u011frenmesi s\u00fcre\u00e7lerini daha adil hale getirmek i\u00e7in \u00f6nyarg\u0131y\u0131 ortadan kald\u0131racak \u00e7e\u015fitli&hellip;<\/p>","protected":false},"author":1,"featured_media":6083,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[63,17],"class_list":["post-6082","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","tag-makine-ogrenmesi","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6082","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=6082"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/6082\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/6083"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=6082"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=6082"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=6082"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}