{"id":4936,"date":"2023-08-01T08:01:28","date_gmt":"2023-08-01T08:01:28","guid":{"rendered":"https:\/\/aix.web.tr\/?p=4936"},"modified":"2023-10-02T10:19:00","modified_gmt":"2023-10-02T10:19:00","slug":"2023te-makine-ogrenmesi-neredeyiz-ve-nereye-gidiyoruz","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/2023te-makine-ogrenmesi-neredeyiz-ve-nereye-gidiyoruz\/","title":{"rendered":"2023&#8217;te Makine \u00d6\u011frenmesi: Neredeyiz ve Nereye Gidiyoruz?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4936\" class=\"elementor elementor-4936\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bd57f66 elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bd57f66\" data-element_type=\"section\" data-e-type=\"section\" 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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-638e76c\" data-id=\"638e76c\" 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-20681f2 elementor-widget elementor-widget-heading\" data-id=\"20681f2\" 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\">2023'te Makine \u00d6\u011frenmesi: Neredeyiz ve Nereye Gidiyoruz?<\/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-75ec299 elementor-section-content-middle elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75ec299\" 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-fa0a002\" data-id=\"fa0a002\" 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-620fc5d elementor-widget elementor-widget-text-editor\" data-id=\"620fc5d\" 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>Beyninizin unutabilmeyi diledi\u011finiz o korkun\u00e7 derecede utan\u00e7 verici an\u0131n\u0131n bir klibini tekrar oynatarak geceleri hi\u00e7 uyumadan yatt\u0131\u011f\u0131n\u0131z oldu mu?\u00a0Baz\u0131 an\u0131lar\u0131 akl\u0131m\u0131zda tutmak naho\u015f, verimsiz ve hatta zararl\u0131 olabilir.\u00a0<em>Ke\u015fke insan beynimiz bir \u015feyi unutma yetene\u011fine sahip olsayd\u0131, biz de bunu yapmak isterdik.<\/em><\/p><p>G\u00f6r\u00fcn\u00fc\u015fe g\u00f6re makineler ve\u00a0<a title=\"makine \u00f6\u011frenme\" href=\"https:\/\/towardsai.net\/ai\/machine-learning\" data-internallinksmanager029f6b8e52c=\"4\" data-wpel-link=\"internal\" target=\"_blank\" rel=\"noopener\">makine \u00f6\u011frenmesi<\/a>\u00a0modelleri ayn\u0131 zorlukla kar\u015f\u0131 kar\u015f\u0131ya: verimsiz veya zararl\u0131 an\u0131lar\u0131 unutmak her zaman &#8221;\u00a0<code>sil<\/code>&#8221; \u00fczerine basit bir t\u0131klama kadar sorunsuz ve kolay olmuyor.<\/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-5cf6178 elementor-widget elementor-widget-heading\" data-id=\"5cf6178\" 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\">Peki makinelerin unutmas\u0131n\u0131 sa\u011flayan bu alan nedir?\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06f4f47 elementor-widget elementor-widget-text-editor\" data-id=\"06f4f47\" 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-2xl 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\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><h3><strong>\u0130\u00e7indekiler<\/strong><\/h3><ol class=\"\"><li>Makine \u00d6\u011frenmesi&#8217;ne Giri\u015f<\/li><li>Uygulamalar ve Motivasyonlar<\/li><li>Algoritmalar ve De\u011ferlendirme<\/li><li>Mevcut Zorluklar<\/li><\/ol><\/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-d150491 elementor-widget elementor-widget-image\" data-id=\"d150491\" 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=\"730\" height=\"411\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Makine-Ogrenmesi.jpg\" class=\"attachment-large size-large wp-image-4938\" alt=\"2023&#039;te Makine \u00d6\u011frenmesi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Makine-Ogrenmesi.jpg 730w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Makine-Ogrenmesi-300x169.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/08\/2023te-Makine-Ogrenmesi-18x10.jpg 18w\" sizes=\"(max-width: 730px) 100vw, 730px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">2023'te Makine \u00d6\u011frenmesi<\/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-45b0c12 elementor-widget elementor-widget-heading\" data-id=\"45b0c12\" 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\">Makine \u00d6\u011frenmesi'ne Giri\u015f<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-faf05ed elementor-widget elementor-widget-text-editor\" data-id=\"faf05ed\" 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><em>Makine \u00f6\u011frenmesinden vazge\u00e7me nedir ve makine \u00f6\u011frenmesinden fark\u0131 nedir ? Neden makine \u00f6\u011frenmesinden vazge\u00e7meye ihtiyac\u0131m\u0131z var ve bu hangi de\u011ferin kilidini a\u00e7abilir? Makine \u00f6\u011frenmesinden vazge\u00e7meye y\u00f6nelik mevcut y\u00f6ntemlerin ve paradigmalar\u0131n alt\u0131nda yatan sezgi nedir?<\/em><\/p><p>Makine \u00f6\u011frenmesini geri alma, e\u011fitilmi\u015f bir modele , \u00fczerinde e\u011fitildi\u011fi girdi veri k\u00fcmesinin belirli bir alt k\u00fcmesini performans\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde etkilemeden &#8220;unutmas\u0131n\u0131&#8221; \u00f6\u011freten nispeten yeni bir aland\u0131r . \u00c7e\u015fitli motivasyonlar vard\u0131r: baz\u0131 ki\u015fisel bilgiler, veri gizlili\u011fi politikalar\u0131ndaki g\u00fcncellemeler nedeniyle art\u0131k mevcut de\u011fildir; baz\u0131 verilerin eski veya yanl\u0131\u015f oldu\u011fu kan\u0131tlanm\u0131\u015ft\u0131r ve model i\u00e7in verimsizdir; <strong>veya bir model, \u00f6nyarg\u0131lar\u0131 devam ettiren veriler \u00fczerinde yanl\u0131\u015fl\u0131kla e\u011fitildi ve \u00f6nyarg\u0131ya neden olan belirli alt k\u00fcmeyi kald\u0131rmak<\/strong> istiyoruz.<\/p><p>Merak ediyor olabilirsiniz: Bu, sorunlu veri alt k\u00fcmesini b\u0131rakmak ve g\u00fcncellenmi\u015f\u00a0veri k\u00fcmesini\u00a0kullanarak bir modeli yeniden e\u011fitmek gibi basit bir g\u00f6rev gibi g\u00f6r\u00fcn\u00fcyor .\u00a0<strong>Neden karma\u015f\u0131kla\u015ft\u0131ral\u0131m?<\/strong><\/p><p>G\u00f6r\u00fcnen o ki,\u00a0<a href=\"https:\/\/www.griproom.com\/fun\/how-chatgpt-is-trained-and-how-long-it-took\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">ChatGPT gibi B\u00fcy\u00fck Dil Modelleri<\/a>\u00a0gibi bir\u00e7ok model , ilk etapta e\u011fitmek i\u00e7in genellikle \u00e7ok b\u00fcy\u00fck hesaplama kaynaklar\u0131 gerektiriyor.\u00a0Unutma seti genellikle toplam e\u011fitim setinin yaln\u0131zca k\u00fc\u00e7\u00fck bir k\u0131sm\u0131n\u0131 olu\u015fturur;\u00a0bu nedenle &#8220;s\u0131f\u0131rdan yeniden e\u011fitme&#8221; yakla\u015f\u0131m\u0131, a\u015f\u0131r\u0131 derecede pahal\u0131 ve tekrarlanan bir \u00e7\u00f6z\u00fcm haline gelir ve\u00a0orijinal modelin performans\u0131n\u0131 korurken unutma setini kald\u0131ran daha iyi bir\u00a0algoritma gerektirir.<\/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-2eca992 elementor-widget elementor-widget-heading\" data-id=\"2eca992\" 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\">Uygulamalar ve Motivasyonlar\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-486bf8f elementor-widget elementor-widget-text-editor\" data-id=\"486bf8f\" 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><em>Makine \u00f6\u011frenmesini geri alman\u0131n geli\u015fimini motive eden baz\u0131 kullan\u0131m durumlar\u0131 nelerdir? Makine \u00f6\u011frenmesinden geri alma, bu alanlara ve g\u00f6revlere benzersiz bir \u015fekilde nas\u0131l katk\u0131da bulunur? Gelecekteki hangi potansiyel uygulamalar ara\u015ft\u0131r\u0131l\u0131yor ve ne bekleyebiliriz?<\/em><\/p><p>Hesaplamal\u0131 kaynaklar\u0131 \u00f6l\u00e7eklendirme nedeniyle, makine \u00f6\u011frenmeden \u00f6\u011frenmenin s\u0131f\u0131rdan tam yeniden e\u011fitime g\u00f6re sa\u011flad\u0131\u011f\u0131 avantaj\u0131n,\u00a0genellikle ger\u00e7ek hayattaki uygulamalarda olmak \u00fczere\u00a0<strong>daha b\u00fcy\u00fck veri k\u00fcmelerinde \u00e7ok daha \u00f6nemli oldu\u011fu fikrinden bahsetmi\u015ftik.<\/strong><\/p><p>Makine \u00f6\u011frenmesini geri almay\u0131 gerektiren en \u00f6nemli uygulama alanlar\u0131ndan birka\u00e7\u0131na bakal\u0131m:<\/p><ul class=\"\"><li><strong>Adil ve etik modeller (\u00f6nyarg\u0131 giderme)<\/strong>: \u00c7ok b\u00fcy\u00fck ger\u00e7ek d\u00fcnya verileri \u00fczerinde e\u011fitildiklerinde, modeller bazen veri k\u00fcmesinin do\u011fas\u0131nda bulunan \u00f6nyarg\u0131lar\u0131 yakalar.\u00a0Model \u00f6l\u00e7eklendik\u00e7e,\u00a0algoritma\u00a0bazen \u00f6nyarg\u0131y\u0131 art\u0131rabilir.\u00a0Baz\u0131 durumlarda, model yanl\u0131l\u0131\u011f\u0131n\u0131n sonucu \u00f6zellikle zararl\u0131 olabilir, \u00f6rne\u011fin\u00a0<a href=\"https:\/\/www.technologyreview.com\/2020\/07\/17\/1005396\/predictive-policing-algorithms-racist-dismantled-machine-learning-bias-criminal-justice\/\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">su\u00e7lar\u0131 \u00f6nlemede tahmine dayal\u0131 polislik<\/a>\u00a0i\u00e7in kullan\u0131lan modeller veya\u00a0<a href=\"https:\/\/www.wired.com\/story\/ai-hiring-bias-doj-eecc-guidance\/\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">bir aday havuzundan i\u015fe alma<\/a> gibi. Bu \u00f6nyarg\u0131lar tan\u0131mland\u0131\u011f\u0131nda, derhal ortadan kald\u0131r\u0131lmal\u0131d\u0131r ve makine \u00f6\u011frenmesinden geri alma, bunu yapmak ve zarar\u0131 azaltmak i\u00e7in potansiyel bir yol sunar.<\/li><li><strong>Veri g\u00fcncellemeleri (hayat boyu \u00f6\u011frenme):<\/strong>\u00a0Bir modelin verileri, \u00e7e\u015fitli nedenlerle veri k\u00fcmesinde d\u00fczeltmeler veya g\u00fcncellemeler yap\u0131ld\u0131ktan sonra g\u00fcncelli\u011fini yitirebilir.\u00a0Bu verimsiz veri noktalar\u0131n\u0131 unutarak ve unutarak, modeller bu de\u011fi\u015fikliklere uyum sa\u011flayabilir ve daha do\u011fru tahminler \u00fcretebilir.\u00a0Bu, \u00f6zellikle ya\u015fam boyu \u00f6\u011frenme\u00a0gibi dinamik \u00f6\u011frenme modellerinde kullan\u0131\u015fl\u0131d\u0131r\u00a0;\u00a0eski veya yanl\u0131\u015f verilerin bo\u015falt\u0131lmas\u0131, hesaplaman\u0131n hem do\u011frulu\u011funu hem de verimlili\u011fini art\u0131r\u0131r.<\/li><li><strong>Veri gizlili\u011fi (unutulma hakk\u0131)<\/strong>: Bu belki de makine \u00f6\u011frenmesini geri alman\u0131n en yayg\u0131n olarak ili\u015fkilendirildi\u011fi \u015feydir. H\u0131zla de\u011fi\u015fen dijital d\u00fcnyada, dijital uygulamalar\u0131 y\u00f6neten yasa ve y\u00f6netmelikler s\u00fcrekli olarak g\u00fcncellenmektedir. Ki\u015fisel verilerin belirli niteliklerinin unutulmas\u0131, veri s\u0131z\u0131nt\u0131lar\u0131na veya anonimle\u015ftirme endi\u015felerine kar\u015f\u0131 koruma sa\u011flayarak modellerin GDPR\u00b3 gibi d\u00fczenlemelerle uyumlu kalmas\u0131na yard\u0131mc\u0131 olur.<\/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-0addc59 elementor-widget elementor-widget-heading\" data-id=\"0addc59\" 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\">Algoritmalar ve De\u011ferlendirme Metrikleri\n<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b5fee7e elementor-widget elementor-widget-text-editor\" data-id=\"b5fee7e\" 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><em>Makine \u00f6\u011frenmesini geri almadaki ana algoritma i\u00e7 paradigmalar\u0131 nelerdir ve bunlar nas\u0131l uygulan\u0131r? Her birinin g\u00fc\u00e7l\u00fc ve zay\u0131f y\u00f6nleri nelerdir? Makine \u00f6\u011frenmesini geri alma performans\u0131n\u0131 de\u011ferlendirmek i\u00e7in hangi \u00f6l\u00e7\u00fcmler \u00f6nerilmi\u015ftir?<\/em><\/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-590585c elementor-widget elementor-widget-image\" data-id=\"590585c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"843\" height=\"468\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi.jpg\" class=\"attachment-large size-large wp-image-4715\" alt=\"makine-\u00f6\u011frenimi\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi.jpg 900w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi-300x167.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi-768x427.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2023\/03\/makine-ogrenimi-18x10.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\">makine-\u00f6\u011frenimi<\/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-5d4d756 elementor-widget elementor-widget-heading\" data-id=\"5d4d756\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Y\u00f6ntemler<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0e5a621 elementor-widget elementor-widget-text-editor\" data-id=\"0e5a621\" 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>Esasen, verileri tamamen yeniden e\u011fitmeden kald\u0131rman\u0131n arkas\u0131ndaki mant\u0131k , belirli \u00f6zellikler ile \u00e7\u0131kt\u0131 aras\u0131ndaki\u00a0<\/span><span>ili\u015fkiyi<\/span><span> azaltmakt\u0131r.\u00a0<\/span><strong><span>\u201cd ata zehirlenmesi\u201d<\/span><\/strong><span>\u00a0olarak bilinen ana tekni\u011fe bakal\u0131m\u00a0:<\/span><\/p><ul class=\"\"><li><span>Modeli belirli bir \u00f6zellik veya \u00f6znitelik hakk\u0131nda &#8220;kafa kar\u0131\u015ft\u0131rmak&#8221; i\u00e7in kas\u0131tl\u0131 olarak yanl\u0131\u015f veriler ekledi\u011fimiz yer buras\u0131d\u0131r.<\/span><br \/><em><span>\u0130\u015fte bir \u00f6rnek<\/span><\/em><span>: Bir su\u00e7 raporlar\u0131 veri k\u00fcmesi \u00fczerinde e\u011fitilmi\u015f bir model, 50-60 ya\u015flar\u0131 aras\u0131ndaki ki\u015filerin su\u00e7 i\u015fleme olas\u0131l\u0131\u011f\u0131n\u0131n y\u00fcksek oldu\u011fu bir e\u011filim g\u00f6zlemliyor.\u00a0Sonu\u00e7 olarak, gelecekteki tahmine dayal\u0131 su\u00e7 tespitinde haks\u0131z yere 50-60 ya\u015f grubunu hedefler.\u00a0<strong>Bu yanl\u0131l\u0131\u011f\u0131 azaltmak i\u00e7in, di\u011fer \u00f6zelliklere m\u00fcdahale etmeden<\/strong>\u00a050-60 ya\u015f grubununkiyle e\u015fle\u015fen, di\u011fer ya\u015f gruplar\u0131 aras\u0131nda sentetik bir su\u00e7\u00a0<\/span><span>istatistikleri<\/span><span>\u00a0veri seti olu\u015fturabiliriz .\u00a0Bu da mahkumiyet ile 50-60 ya\u015f grubu aras\u0131ndaki\u00a0ili\u015fkinin\u00a0g\u00fcc\u00fcn\u00fc zay\u0131flatmaktad\u0131r .<\/span><\/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-34df3cc elementor-widget elementor-widget-heading\" data-id=\"34df3cc\" 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<h4 class=\"elementor-heading-title elementor-size-default\">De\u011ferlendirme metrikleri\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e476d3b elementor-widget elementor-widget-text-editor\" data-id=\"e476d3b\" 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>Bu nispeten yeni bir alan oldu\u011fu i\u00e7in, makine \u00f6\u011frenmeden \u00e7\u0131karma performans\u0131n\u0131 daha iyi de\u011ferlendirmek i\u00e7in her g\u00fcn bir\u00e7ok de\u011ferlendirme standard\u0131 \u00f6neriliyor.\u00a0A\u015fa\u011f\u0131da, makine \u00f6\u011frenmeden \u00e7\u0131karma y\u00f6ntemlerinin kalitesini ve etkilili\u011fini \u00f6l\u00e7mek i\u00e7in \u00f6nerilen birka\u00e7 de\u011ferlendirme metri\u011fini vurguluyoruz:<\/span><\/p><ul class=\"\"><li><a href=\"https:\/\/arxiv.org\/pdf\/2003.10933.pdf\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\"><strong><span>Unutma oran\u0131<\/span><\/strong><\/a><span>: ba\u015flang\u0131\u00e7ta bir veri k\u00fcmesine ait olan ancak \u00f6\u011frenme s\u00fcrecinden sonra art\u0131k tan\u0131nmayan veri \u00f6rneklerinin oran\u0131n\u0131 \u00f6l\u00e7er.<\/span><\/li><li><a href=\"https:\/\/openaccess.thecvf.com\/content\/CVPR2021\/papers\/Golatkar_Mixed-Privacy_Forgetting_in_Deep_Networks_CVPR_2021_paper.pdf\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\"><strong><span>\u00dcyelik \u00c7\u0131kar\u0131m\u0131 Sald\u0131r\u0131s\u0131<\/span><\/strong><\/a><span>\u00a0: bir rakibin, bir veri \u00f6rne\u011finin model i\u00e7in e\u011fitim setinin bir par\u00e7as\u0131 olup olmad\u0131\u011f\u0131 konusunda do\u011fru \u00e7\u0131kar\u0131m yapma derecesini \u00f6l\u00e7er.\u00a0Bu \u00f6l\u00e7\u00fcm \u00f6zellikle g\u00fcvenlik ba\u011flamlar\u0131yla ilgilidir.<\/span><\/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-9d0a889 elementor-widget elementor-widget-heading\" data-id=\"9d0a889\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Mevcut Zorluklar\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-03bdc6f elementor-widget elementor-widget-text-editor\" data-id=\"03bdc6f\" 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><em>Makine \u00d6\u011frenmesi alan\u0131n\u0131n bir b\u00fct\u00fcn olarak kar\u015f\u0131la\u015ft\u0131\u011f\u0131 ba\u015fl\u0131ca zorluklar nelerdir? Belirli ba\u011flamlarda veya uygulamalarda ortaya \u00e7\u0131kan zorluklar nelerdir?<\/em><\/p><p>Makine \u00f6\u011frenmesini geri alma, birka\u00e7 nedenden dolay\u0131 olduk\u00e7a karma\u015f\u0131k bir g\u00f6rev olabilir. Asl\u0131nda,\u00a0<a href=\"https:\/\/ai.googleblog.com\/2023\/06\/announcing-first-machine-unlearning.html\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">Temmuz 2023&#8217;te Google,<\/a> etkili makine \u00f6\u011frenmesini geri alma y\u00f6ntemlerini birle\u015ftirmek ve ilerletmek amac\u0131yla halka a\u00e7\u0131k bir yar\u0131\u015fma ba\u015flat\u0131r.<\/p><ul class=\"\"><li><strong>Standart de\u011ferlendirme eksikli\u011fi.\u00a0<\/strong>Baz\u0131 yay\u0131nlar,\u00a0<a href=\"https:\/\/www.cs.toronto.edu\/~kriz\/cifar.html\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">CIFAR10 ve CIFAR100<\/a>\u00a0gibi iyi bilinen veri setlerini kar\u015f\u0131la\u015ft\u0131rma \u00f6l\u00e7\u00fct\u00fc olarak kullanarak birle\u015fik bir de\u011ferlendirme metri\u011fi kavram\u0131n\u0131 ele alm\u0131\u015f olsa da, alandaki farkl\u0131 ara\u015ft\u0131rmac\u0131lar taraf\u0131ndan \u00fcretilen sonu\u00e7lar\u0131 birle\u015ftirebilecek evrensel bir de\u011ferlendirme standard\u0131 yoktur.<br \/>Asl\u0131nda bu, Google&#8217;\u0131n son makine \u00f6\u011frenmesini geri alma m\u00fccadelesinin ama\u00e7lar\u0131ndan biridir: &#8220;elmadan elmaya&#8221;\u00b2 farkl\u0131 y\u00f6ntemleri kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in bir platform sa\u011flamak.<\/li><li><strong>D\u00fc\u015fman sald\u0131r\u0131lar\u0131na kar\u015f\u0131 duyarl\u0131l\u0131k.\u00a0<\/strong><a href=\"https:\/\/openreview.net\/pdf?id=zml9gDnulI9#:~:text=We%20introduce%20camouflaged%20data%20poisoning,the%20model%27s%20predictions%20is%20minimal.\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">Ara\u015ft\u0131rmalar, baz\u0131 veri alt k\u00fcmelerini <\/a><em>unutmas\u0131<\/em>\u00a0\u00f6\u011fretilen modellerin, \u00f6\u011frenmeyi\u00a0unutmaya dahil olan zehirleme mekanizmas\u0131 nedeniyle\u00a0<a href=\"https:\/\/openreview.net\/pdf?id=zml9gDnulI9#:~:text=We%20introduce%20camouflaged%20data%20poisoning,the%20model%27s%20predictions%20is%20minimal.\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">kamufle edilmi\u015f sald\u0131r\u0131lar\u0131n<\/a>\u00a0kurban\u0131 olabilece\u011fini bulmu\u015ftur.<\/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-b9329a4 elementor-widget elementor-widget-heading\" data-id=\"b9329a4\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Gelecekteki y\u00f6nlendirmeler\n<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-87239c7 elementor-widget elementor-widget-text-editor\" data-id=\"87239c7\" 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>Bu mevcut engeller, gelecekteki ilgin\u00e7 ara\u015ft\u0131rma sorular\u0131 i\u00e7in potansiyel y\u00f6nler sa\u011flar:<\/span><\/p><ul class=\"\"><li><a href=\"https:\/\/openreview.net\/pdf?id=zml9gDnulI9#:~:text=We%20introduce%20camouflaged%20data%20poisoning,the%20model%27s%20predictions%20is%20minimal.\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\"><em><span>Modelleri kamufle edilmi\u015f zehirlenme sald\u0131r\u0131lar\u0131na<\/span><\/em><\/a><span>\u00a0kar\u015f\u0131 savunmak i\u00e7in nas\u0131l e\u011fitiriz\u00a0<\/span><em><span>?<\/span><\/em><\/li><li><span>\u00d6\u011frenmeyi unutma verimlili\u011fini optimize etmek i\u00e7in hesaplama kaynaklar\u0131ndan nas\u0131l yararlanabiliriz?<\/span><\/li><li><span>E\u011fitim verisi eksikli\u011finin \u00fcstesinden gelmek i\u00e7in verileri etkili bir \u015fekilde nas\u0131l temizleyebilir ve \u00fcretebiliriz?<\/span><\/li><li><span>Tutarl\u0131 de\u011ferlendirme sa\u011flamak i\u00e7in \u00f6\u011frenme algoritmalar\u0131n\u0131 de\u011ferlendirmek i\u00e7in bir dizi standard\u0131 nas\u0131l birle\u015ftirebiliriz?<\/span><\/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-bcbd6b0 elementor-widget elementor-widget-heading\" data-id=\"bcbd6b0\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Sonu\u00e7<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7b60fd elementor-widget elementor-widget-text-editor\" data-id=\"d7b60fd\" 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=\"flex p-4 gap-4 text-base md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl md:py-6 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=\"flex items-start overflow-x-auto whitespace-pre-wrap break-words flex-col gap-4\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><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=\"flex p-4 gap-4 text-base md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl md:py-6 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=\"flex items-start overflow-x-auto whitespace-pre-wrap break-words flex-col gap-4\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>Bu zamana kadar benimle birlikte oldu\u011fun i\u00e7in te\u015fekk\u00fcrler! Bu makalede, ana motivasyonlar\u0131 ve uygulama alanlar\u0131, mevcut y\u00f6ntemler ve paradigmalar ve mevcut zorluklar dahil olmak \u00fczere makine \u00f6\u011frenmesinden vazge\u00e7me alan\u0131n\u0131 inceledik.<\/p><p>Bu dizinin ilerleyen k\u0131s\u0131mlar\u0131nda, ger\u00e7ek istatistiksel ve g\u00f6r\u00fcnt\u00fc veri k\u00fcmeleriyle mevcut \u00f6\u011frenmeden \u00e7\u0131karma algoritmalar\u0131n\u0131n ve Python uygulamalar\u0131n\u0131n teknik y\u00f6nlerine daha derin bir dal\u0131\u015f yapaca\u011f\u0131z<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-92a4601 elementor-widget elementor-widget-heading\" data-id=\"92a4601\" 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<h4 class=\"elementor-heading-title elementor-size-default\">Kaynak\u00e7a<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5d2d56 elementor-widget elementor-widget-text-editor\" data-id=\"e5d2d56\" 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=\"flex p-4 gap-4 text-base md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl md:py-6 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=\"flex items-start overflow-x-auto whitespace-pre-wrap break-words flex-col gap-4\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><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=\"flex p-4 gap-4 text-base md:gap-6 md:max-w-2xl lg:max-w-[38rem] xl:max-w-3xl md:py-6 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=\"flex items-start overflow-x-auto whitespace-pre-wrap break-words flex-col gap-4\"><div class=\"markdown prose w-full break-words dark:prose-invert dark\"><p>[1] Shaik, T., Tao, X., Xie, H., Li, L., Zhu, X., &amp; Li, Q. (2023).\u00a0<em>Machine Unlearning Manzaras\u0131n\u0131 Ke\u015ffetmek: Kapsaml\u0131 Bir Ara\u015ft\u0131rma ve Taksonomi<\/em>.\u00a0<a href=\"https:\/\/doi.org\/10.48550\/ARXIV.2305.06360\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">https:\/\/doi.org\/10.48550\/ARXIV.2305.06360<\/a><\/p><p>[2]\u00a0<em>\u0130lk Machine Unlearning Challenge duyurusu<\/em>.\u00a0(2023, 29 Haziran).\u00a0<a title=\"yapay zeka\" href=\"https:\/\/towardsai.net\/p\/machine-learning\/differences-between-ai-and-machine-learning-1255b182fc6\" data-internallinksmanager029f6b8e52c=\"43\" data-wpel-link=\"internal\" target=\"_blank\" rel=\"noopener\">.googleblog.com<\/a>\u00a0.\u00a0<a href=\"https:\/\/ai.googleblog.com\/2023\/06\/announcing-first-machine-unlearning.html\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">https:\/\/ai.googleblog.com\/2023\/06\/announcing-first-machine-unlearning.html<\/a><\/p><p>[3] Avrupa Birli\u011fi Temel Haklar Ajans\u0131.\u00a0(2019).\u00a0<em>Genel Veri Koruma Y\u00f6netmeli\u011fi: Sivil toplum \u00fczerine bir y\u0131l: fark\u0131ndal\u0131k, f\u0131rsatlar ve zorluklar.\u00a0<\/em>Yay\u0131n Ofisi. <a href=\"https:\/\/data.europa.eu\/doi\/10.2811\/538633\" target=\"_blank\" rel=\"noopener ugc nofollow external\" data-wpel-link=\"external\">https:\/\/data.europa.eu\/doi\/10.2811\/538633<\/a><\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\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-4893ede elementor-section-content-middle elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4893ede\" data-element_type=\"section\" data-e-type=\"section\" 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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-a15bcd1 elementor-widget elementor-widget-heading\" data-id=\"a15bcd1\" 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-0302a6d elementor-widget elementor-widget-heading\" data-id=\"0302a6d\" 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-5005e5e elementor-shape-circle elementor-grid-0 e-grid-align-center elementor-widget elementor-widget-social-icons\" data-id=\"5005e5e\" 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-e936e77\" data-id=\"e936e77\" 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-da5b9cc elementor-widget elementor-widget-heading\" data-id=\"da5b9cc\" 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-25a4d22 premium-blog-align-left elementor-widget elementor-widget-premium-addon-blog\" data-id=\"25a4d22\" 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\r\n\t\t\r\n\r\n\t\t\t\t<div class=\"premium-blog-wrap  premium-blog-even\" data-page=\"4936\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\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>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-overlay\">\r\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>\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-content-wrapper \">\r\n\r\n\t\t\t\t\t<div class=\"premium-blog-inner-container\">\r\n\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"premium-blog-entry-title\">\r\n\t\t\t<a href=\"https:\/\/aix.web.tr\/en\/chatgptden-claudea-neden-geciliyor\/\" target=\"_self\">\r\n\t\t\t\tChatGPT&#8217;den Claude&#8217;a Neden Ge\u00e7iliyor?\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t<div class=\"premium-blog-post-outer-container\" data-total=\"74\">\r\n\t\t\t<div class=\"premium-blog-post-container premium-blog-skin-classic\">\r\n\t\t\t\t\t\t\t\t\t<div class=\"premium-blog-thumb-effect-wrapper\">\r\n\t\t\t\t\t\t<div class=\"premium-blog-thumbnail-container premium-blog-zoomin-effect\">\r\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\" 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Stratejik G\u00fc\u00e7 Sava\u015f\u0131\t\t\t<\/a>\r\n\t\t<\/p>\r\n\t\t\t\t<div class=\"premium-blog-entry-meta\">\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\r\n\t\t\t\t\t<\/div>\r\n\t\t\r\n\t\t\t\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t<\/div>\r\n\t\t\t<\/div>\r\n\t\t<\/div>\r\n\r\n\t\t\t\t\t\t\t<\/div>\r\n\r\n\t\t\r\n\t\t\r\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>2023&#8217;te Makine \u00d6\u011frenmesi: Neredeyiz ve Nereye Gidiyoruz? 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