{"id":4741,"date":"2025-10-23T11:41:31","date_gmt":"2025-10-23T08:41:31","guid":{"rendered":"https:\/\/bilisimacademy.com\/blog\/?p=4741"},"modified":"2025-12-16T13:57:13","modified_gmt":"2025-12-16T10:57:13","slug":"siber-guvenlikte-yapay-zeka-ai","status":"publish","type":"post","link":"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/","title":{"rendered":"Siber G\u00fcvenlikte Yapay Zek\u00e2 (AI) ve Makine \u00d6\u011frenmesi"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">G\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131nda dijital d\u00f6n\u00fc\u015f\u00fcm ba\u015f d\u00f6nd\u00fcr\u00fcc\u00fc bir h\u0131zla ilerliyor. \u015eirketler, kurumlar ve bireyler art\u0131k her g\u00fcn milyonlarca veri al\u0131\u015fveri\u015finde bulunuyor. Bu veri trafi\u011finin artmas\u0131, hem i\u015fletmelerin dijital altyap\u0131lar\u0131n\u0131 b\u00fcy\u00fctmesini hem de yeni g\u00fcvenlik tehditlerinin ortaya \u00e7\u0131kmas\u0131n\u0131 beraberinde getiriyor.<\/p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0130\u00e7indekiler<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u0130\u00e7indekiler Tablosunu A\u00e7\/Kapat\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#AI_Teknolojilerinin_Siber_Guvenlige_Katkisi\" >AI Teknolojilerinin Siber G\u00fcvenli\u011fe Katk\u0131s\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Makine_Ogrenmesi_ile_Saldiri_Tespiti\" >Makine \u00d6\u011frenmesi ile Sald\u0131r\u0131 Tespiti<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Anomali_Tespiti\" >Anomali Tespiti<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Davranissal_Analiz\" >Davran\u0131\u015fsal Analiz<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Yapay_Zeka_Destekli_Siber_Guvenlik_Araclari\" >Yapay Zek\u00e2 Destekli Siber G\u00fcvenlik Ara\u00e7lar\u0131<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Otomatik_Tehdit_Algilama_Sistemleri\" >Otomatik Tehdit Alg\u0131lama Sistemleri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#SIEM_ve_SOAR_Entegrasyonlari\" >SIEM ve SOAR Entegrasyonlar\u0131<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#AI_Kullaniminda_Karsilasilan_Riskler\" >AI Kullan\u0131m\u0131nda Kar\u015f\u0131la\u015f\u0131lan Riskler<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Gelecek_Otonom_Siber_Guvenlik_Sistemleri\" >Gelecek: Otonom Siber G\u00fcvenlik Sistemleri<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Yapay_Zeka_Caginda_Siber_Guvenligin_Yeni_Rotasi\" >Yapay Zek\u00e2 \u00c7a\u011f\u0131nda Siber G\u00fcvenli\u011fin Yeni Rotas\u0131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlikte-yapay-zeka-ai\/#Bilisim_Academy_ile_Siber_Guvenlik_Alaninda_Gelecege_Hazirlanin\" >Bili\u015fim Academy ile Siber G\u00fcvenlik Alan\u0131nda Gelece\u011fe Haz\u0131rlan\u0131n<\/a><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<p class=\"wp-block-paragraph\">Art\u0131k yaln\u0131zca g\u00fcvenlik duvarlar\u0131 veya antivir\u00fcs yaz\u0131l\u0131mlar\u0131yla koruma sa\u011flamak yeterli de\u011fil; geli\u015fmi\u015f, \u00f6\u011frenebilen ve kendini s\u00fcrekli yenileyen sistemlere ihtiya\u00e7 var. \u0130\u015fte tam bu noktada yapay zek\u00e2 (AI) ve makine \u00f6\u011frenmesi (ML) teknolojileri devreye giriyor.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu iki teknoloji, <strong><a href=\"https:\/\/bilisimacademy.com\/blog\/2025\/10\/siber-guvenlik-nedir-neden-onemli\/\" target=\"_blank\" rel=\"noreferrer noopener\">siber g\u00fcvenlik<\/a><\/strong> alan\u0131nda bir paradigma de\u011fi\u015fimi yaratm\u0131\u015ft\u0131r. Yapay zek\u00e2, ge\u00e7mi\u015f sald\u0131r\u0131 verilerinden \u00f6\u011frenerek tehdit modelleri olu\u015fturur; makine \u00f6\u011frenmesi ise bu verileri analiz edip yeni sald\u0131r\u0131 t\u00fcrlerini tahmin edebilir. B\u00f6ylece sald\u0131r\u0131lar ger\u00e7ekle\u015fmeden \u00f6nce fark edilip \u00f6nlem al\u0131nabilir. AI destekli sistemler, geleneksel y\u00f6ntemlerle fark edilemeyecek kadar karma\u015f\u0131k tehditleri bile saniyeler i\u00e7inde alg\u0131layabilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ayr\u0131ca bu teknolojiler, insan m\u00fcdahalesine duyulan ihtiyac\u0131 azaltarak g\u00fcvenlik s\u00fcre\u00e7lerini h\u0131zland\u0131r\u0131r ve operasyonel verimlili\u011fi art\u0131r\u0131r. Otomatikle\u015ftirilmi\u015f tehdit tespiti, anomali izleme, davran\u0131\u015fsal analiz gibi \u00f6zellikler sayesinde kurumlar, olas\u0131 bir sald\u0131r\u0131y\u0131 ger\u00e7ekle\u015fmeden \u00f6nce durdurma \u015fans\u0131na sahip olur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Siber g\u00fcvenlik<\/strong> art\u0131k yaln\u0131zca savunma de\u011fil; yapay zek\u00e2 destekli bir \u201c\u00f6ng\u00f6r\u00fc\u201d s\u00fcrecine d\u00f6n\u00fc\u015fm\u00fc\u015ft\u00fcr. Bu yaz\u0131da, AI ve makine \u00f6\u011frenmesinin siber g\u00fcvenli\u011fe katk\u0131lar\u0131n\u0131, sundu\u011fu yenilikleri, risklerini ve gelecekte bizi bekleyen otonom g\u00fcvenlik sistemlerini t\u00fcm detaylar\u0131yla inceleyece\u011fiz.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_Teknolojilerinin_Siber_Guvenlige_Katkisi\"><\/span><strong>AI Teknolojilerinin Siber G\u00fcvenli\u011fe Katk\u0131s\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/2\ufe0f\u20e3-Icerik-Gorseli-\u2013-AI-Teknolojilerinin-Siber-Guvenlige-Katkisi-1024x576.webp\" alt=\"Siber G\u00fcvenlikte Yapay Zek\u00e2 (AI) ve Makine \u00d6\u011frenmesi\" class=\"wp-image-4746\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/2\ufe0f\u20e3-Icerik-Gorseli-\u2013-AI-Teknolojilerinin-Siber-Guvenlige-Katkisi-1024x576.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/2\ufe0f\u20e3-Icerik-Gorseli-\u2013-AI-Teknolojilerinin-Siber-Guvenlige-Katkisi-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/2\ufe0f\u20e3-Icerik-Gorseli-\u2013-AI-Teknolojilerinin-Siber-Guvenlige-Katkisi-768x432.webp 768w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/2\ufe0f\u20e3-Icerik-Gorseli-\u2013-AI-Teknolojilerinin-Siber-Guvenlige-Katkisi-1536x864.webp 1536w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/2\ufe0f\u20e3-Icerik-Gorseli-\u2013-AI-Teknolojilerinin-Siber-Guvenlige-Katkisi.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zek\u00e2, <strong>siber g\u00fcvenlik<\/strong> d\u00fcnyas\u0131nda insan uzmanlar\u0131n y\u00fck\u00fcn\u00fc hafifletmek i\u00e7in geli\u015ftirilen en g\u00fc\u00e7l\u00fc teknolojilerden biridir. Klasik g\u00fcvenlik y\u00f6ntemleri genellikle ge\u00e7mi\u015f tehdit modellerine dayan\u0131r. Ancak AI, s\u00fcrekli \u00f6\u011frenme ve uyum sa\u011flama yetene\u011fiyle yeni tehditleri an\u0131nda analiz edebilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI tabanl\u0131 sistemler, b\u00fcy\u00fck miktarda veriyi saniyeler i\u00e7inde i\u015fleyerek olas\u0131 g\u00fcvenlik a\u00e7\u0131klar\u0131n\u0131 tespit eder. Bu durum, \u00f6zellikle finans, sa\u011fl\u0131k ve kritik altyap\u0131 sekt\u00f6rlerinde <strong>siber g\u00fcvenlik<\/strong> operasyonlar\u0131n\u0131n h\u0131z\u0131n\u0131 ve do\u011frulu\u011funu art\u0131r\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI ayr\u0131ca tehdit istihbarat\u0131 (Threat Intelligence) s\u00fcre\u00e7lerini geli\u015ftirerek, farkl\u0131 kaynaklardan toplanan veriler aras\u0131nda ili\u015fki kurar ve olas\u0131 sald\u0131r\u0131 senaryolar\u0131n\u0131 \u00f6nceden tahmin eder. Bu sayede g\u00fcvenlik ekipleri sadece olaylara tepki vermekle kalmaz, ayn\u0131 zamanda proaktif savunma stratejileri de geli\u015ftirebilir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Makine_Ogrenmesi_ile_Saldiri_Tespiti\"><\/span><strong>Makine \u00d6\u011frenmesi ile Sald\u0131r\u0131 Tespiti<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/3\ufe0f\u20e3-Icerik-Gorseli-\u2013-Makine-Ogrenmesi-ile-Saldiri-Tespiti-1024x576.webp\" alt=\"Siber G\u00fcvenlikte Yapay Zek\u00e2 (AI) ve Makine \u00d6\u011frenmesi\" class=\"wp-image-4747\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/3\ufe0f\u20e3-Icerik-Gorseli-\u2013-Makine-Ogrenmesi-ile-Saldiri-Tespiti-1024x576.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/3\ufe0f\u20e3-Icerik-Gorseli-\u2013-Makine-Ogrenmesi-ile-Saldiri-Tespiti-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/3\ufe0f\u20e3-Icerik-Gorseli-\u2013-Makine-Ogrenmesi-ile-Saldiri-Tespiti-768x432.webp 768w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/3\ufe0f\u20e3-Icerik-Gorseli-\u2013-Makine-Ogrenmesi-ile-Saldiri-Tespiti-1536x864.webp 1536w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/3\ufe0f\u20e3-Icerik-Gorseli-\u2013-Makine-Ogrenmesi-ile-Saldiri-Tespiti.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Makine \u00f6\u011frenmesi, <strong>siber g\u00fcvenlik<\/strong> sistemlerine dinamik bir \u00f6\u011frenme kabiliyeti kazand\u0131r\u0131r. Geleneksel imza tabanl\u0131 sistemler, yaln\u0131zca \u00f6nceden tan\u0131mlanm\u0131\u015f sald\u0131r\u0131lar\u0131 alg\u0131layabilirken, makine \u00f6\u011frenmesi yeni ve bilinmeyen tehditleri de tespit edebilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ML modelleri, sistemin normal davran\u0131\u015flar\u0131n\u0131 \u00f6\u011frenir ve bu davran\u0131\u015flardan sapmalar\u0131 potansiyel tehdit olarak de\u011ferlendirir. Bu sayede, sald\u0131rganlar\u0131n s\u0131f\u0131r g\u00fcn (zero-day) a\u00e7\u0131klar\u0131n\u0131 veya hedefli sald\u0131r\u0131lar\u0131n\u0131 bile daha erken a\u015famalarda fark etmek m\u00fcmk\u00fcn olur.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Anomali_Tespiti\"><\/span><strong>Anomali Tespiti<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Anomali tespiti, makine \u00f6\u011frenmesinin <strong>siber g\u00fcvenlik<\/strong> alan\u0131nda en yayg\u0131n kullan\u0131mlar\u0131ndan biridir. Sistem, a\u011f trafi\u011fi, kullan\u0131c\u0131 davran\u0131\u015flar\u0131 veya uygulama etkinliklerini analiz eder ve ola\u011fand\u0131\u015f\u0131 bir durum tespit etti\u011finde uyar\u0131 verir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00d6rne\u011fin, normalde gece saatlerinde i\u015flem yapmayan bir kullan\u0131c\u0131n\u0131n sistemde veri aktarmas\u0131, potansiyel bir veri s\u0131z\u0131nt\u0131s\u0131 veya i\u00e7 tehdit g\u00f6stergesi olabilir. AI destekli anomali tespiti sistemleri, bu t\u00fcr davran\u0131\u015flar\u0131 fark ederek g\u00fcvenlik ekiplerini bilgilendirir ve sald\u0131r\u0131 ba\u015flamadan \u00f6nce \u00f6nlem al\u0131nmas\u0131n\u0131 sa\u011flar.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Davranissal_Analiz\"><\/span><strong>Davran\u0131\u015fsal Analiz<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Davran\u0131\u015fsal analiz, kullan\u0131c\u0131lar\u0131n veya cihazlar\u0131n ge\u00e7mi\u015f davran\u0131\u015flar\u0131na dayanarak tehdit tespiti yapar. AI, belirli bir kullan\u0131c\u0131n\u0131n oturum a\u00e7ma s\u0131kl\u0131\u011f\u0131, veri eri\u015fim d\u00fczeyi, konum bilgisi gibi parametreleri analiz eder. Bu analiz sonucunda anormal aktiviteler fark edildi\u011finde, sistem otomatik olarak eri\u015fimi k\u0131s\u0131tlayabilir veya kullan\u0131c\u0131y\u0131 iki fakt\u00f6rl\u00fc kimlik do\u011frulama (2FA) ile do\u011frulamaya y\u00f6nlendirebilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu y\u00f6ntem, \u00f6zellikle kurumsal a\u011flarda i\u00e7eriden gelen tehditleri \u00f6nlemede olduk\u00e7a etkilidir. \u00c7\u00fcnk\u00fc istatistiklere g\u00f6re veri ihlallerinin b\u00fcy\u00fck bir k\u0131sm\u0131, i\u00e7 tehditlerden kaynaklanmaktad\u0131r. Davran\u0131\u015fsal analiz, bu i\u00e7 tehditleri \u00f6nceden tan\u0131ma f\u0131rsat\u0131 sunar ve <strong>siber g\u00fcvenlik<\/strong> katmanlar\u0131n\u0131 g\u00fc\u00e7lendirir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Yapay_Zeka_Destekli_Siber_Guvenlik_Araclari\"><\/span><strong>Yapay Zek\u00e2 Destekli Siber G\u00fcvenlik Ara\u00e7lar\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-2-1024x576.webp\" alt=\"Siber G\u00fcvenlikte Yapay Zek\u00e2 (AI) ve Makine \u00d6\u011frenmesi\" class=\"wp-image-4748\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-2-1024x576.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-2-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-2-768x432.webp 768w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-2-1536x864.webp 1536w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-2.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zek\u00e2, g\u00fcn\u00fcm\u00fczde bir\u00e7ok <strong>siber g\u00fcvenlik<\/strong> arac\u0131n\u0131n temelinde yer almaktad\u0131r. Otomatik tehdit alg\u0131lama sistemleri, SIEM (Security Information and Event Management) \u00e7\u00f6z\u00fcmleri ve SOAR (Security Orchestration, Automation and Response) platformlar\u0131, AI teknolojileri sayesinde \u00e7ok daha verimli hale gelmi\u015ftir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Otomatik_Tehdit_Algilama_Sistemleri\"><\/span><strong>Otomatik Tehdit Alg\u0131lama Sistemleri<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Geleneksel g\u00fcvenlik sistemlerinde olaylar\u0131n analiz edilmesi ve raporlanmas\u0131 genellikle manuel m\u00fcdahale gerektirir. Ancak AI <a href=\"https:\/\/bilisimacademy.com\/blog\/2025\/02\/siber-guvenlikte-yapay-zeka\/\" target=\"_blank\" rel=\"noreferrer noopener\">(yapay zeka)<\/a> destekli otomatik tehdit alg\u0131lama sistemleri, verileri ger\u00e7ek zamanl\u0131 olarak inceleyerek tehditleri milisaniyeler i\u00e7inde tespit edebilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu sistemler, g\u00fcvenlik duvar\u0131 (firewall), antivir\u00fcs, IDS\/IPS ve a\u011f izleme ara\u00e7lar\u0131ndan gelen milyonlarca log kayd\u0131n\u0131 analiz ederek olas\u0131 sald\u0131r\u0131 kal\u0131plar\u0131n\u0131 belirler. AI\u2019\u0131n en b\u00fcy\u00fck katk\u0131s\u0131, yanl\u0131\u015f pozitif (false positive) oran\u0131n\u0131 d\u00fc\u015f\u00fcrerek sadece ger\u00e7ek tehditlerin \u00f6ne \u00e7\u0131kar\u0131lmas\u0131n\u0131 sa\u011flamas\u0131d\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">B\u00f6ylece <strong>siber g\u00fcvenlik<\/strong> ekipleri, zamanlar\u0131n\u0131 gereksiz alarmlarla harcamadan, ger\u00e7ekten \u00f6nemli olaylara odaklanabilir.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"SIEM_ve_SOAR_Entegrasyonlari\"><\/span><strong>SIEM ve SOAR Entegrasyonlar\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">SIEM ve SOAR sistemleri, <strong>siber g\u00fcvenlik<\/strong> operasyonlar\u0131n\u0131n merkezi y\u00f6netiminde kritik rol oynar. SIEM \u00e7\u00f6z\u00fcmleri, farkl\u0131 g\u00fcvenlik kaynaklar\u0131ndan gelen verileri birle\u015ftirip analiz ederken, SOAR sistemleri bu veriler \u00fczerinden otomatik aksiyonlar alabilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Yapay zek\u00e2, bu iki sistemin entegrasyonunu g\u00fc\u00e7lendirir. AI tabanl\u0131 SIEM ara\u00e7lar\u0131, olaylar\u0131 \u00f6nceliklendirir, risk skorlamas\u0131 yapar ve ge\u00e7mi\u015f sald\u0131r\u0131 modelleriyle kar\u015f\u0131la\u015ft\u0131rma yaparak olay\u0131n ciddiyetini belirler.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">SOAR platformlar\u0131 ise bu veriler do\u011frultusunda belirli eylemleri otomatik ba\u015flat\u0131r \u2014 \u00f6rne\u011fin \u015f\u00fcpheli IP adreslerini engellemek, kullan\u0131c\u0131 hesaplar\u0131n\u0131 kilitlemek veya a\u011f ba\u011flant\u0131lar\u0131n\u0131 izole etmek gibi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu otomasyon, insan m\u00fcdahalesine olan ba\u011f\u0131ml\u0131l\u0131\u011f\u0131 azalt\u0131r ve <strong>siber g\u00fcvenlik<\/strong> olaylar\u0131na yan\u0131t s\u00fcresini minimuma indirir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_Kullaniminda_Karsilasilan_Riskler\"><\/span><strong>AI Kullan\u0131m\u0131nda Kar\u015f\u0131la\u015f\u0131lan Riskler<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Her ne kadar AI ve makine \u00f6\u011frenmesi <strong>siber g\u00fcvenlik<\/strong> alan\u0131nda b\u00fcy\u00fck faydalar sunsa da, beraberinde baz\u0131 riskleri de getirir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00d6ncelikle, AI sistemleri de sald\u0131rganlar taraf\u0131ndan manip\u00fcle edilebilir. Adversarial sald\u0131r\u0131lar olarak bilinen bu y\u00f6ntemlerde, sald\u0131rganlar AI modellerini yanl\u0131\u015f y\u00f6nlendiren sahte veriler \u00fcreterek sistemin tehditleri yanl\u0131\u015f de\u011ferlendirmesini sa\u011flar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ayr\u0131ca, AI tabanl\u0131 g\u00fcvenlik sistemleri b\u00fcy\u00fck miktarda veriyle beslendi\u011fi i\u00e7in, bu verilerin gizlili\u011fi ve b\u00fct\u00fcnl\u00fc\u011f\u00fc korunmal\u0131d\u0131r. Yanl\u0131\u015f veri setleriyle e\u011fitilen bir model, yanl\u0131\u015f alarmlar \u00fcretebilir veya ger\u00e7ek tehditleri g\u00f6zden ka\u00e7\u0131rabilir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bir di\u011fer risk ise AI sistemlerinin tamamen otomatik hale gelmesiyle insan kontrol\u00fcn\u00fcn azalmas\u0131d\u0131r. \u00d6zellikle kritik altyap\u0131larda, tamamen otonom sistemler bazen yanl\u0131\u015f kararlar verebilir. Bu nedenle, <strong>siber g\u00fcvenlik<\/strong> stratejilerinde insan g\u00f6zetimi her zaman gereklidir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Gelecek_Otonom_Siber_Guvenlik_Sistemleri\"><\/span><strong>Gelecek: Otonom Siber G\u00fcvenlik Sistemleri<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-1-1-1024x576.webp\" alt=\"Siber G\u00fcvenlikte Yapay Zek\u00e2 (AI) ve Makine \u00d6\u011frenmesi\" class=\"wp-image-4750\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-1-1-1024x576.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-1-1-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-1-1-768x432.webp 768w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-1-1-1536x864.webp 1536w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/4\ufe0f\u20e3-Icerik-Gorseli-\u2013-Yapay-Zeka-Destekli-Siber-Guvenlik-Araclari-1-1.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Gelecekte <strong>siber g\u00fcvenlik<\/strong>, yapay zek\u00e2 taraf\u0131ndan desteklenen otonom sistemlere do\u011fru evrilecektir. Bu sistemler, sadece sald\u0131r\u0131lara tepki vermekle kalmayacak, ayn\u0131 zamanda proaktif savunma yapabilecek.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Otonom g\u00fcvenlik sistemleri, kendi kendine \u00f6\u011frenme kapasitesiyle tehditleri alg\u0131layacak, analiz edecek ve m\u00fcdahale edecektir. B\u00f6ylece insan m\u00fcdahalesi olmadan bile g\u00fcvenlik seviyesini s\u00fcrekli olarak geli\u015ftirebileceklerdir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu t\u00fcr sistemlerin geli\u015fimi, siber savunma alan\u0131nda bir d\u00f6n\u00fcm noktas\u0131d\u0131r. AI destekli otonom g\u00fcvenlik sistemleri, sadece veri merkezlerinde de\u011fil; ak\u0131ll\u0131 \u015fehir altyap\u0131lar\u0131nda, IoT cihazlar\u0131nda ve end\u00fcstriyel otomasyon sistemlerinde de aktif rol oynayacakt\u0131r.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ancak bu s\u00fcre\u00e7te etik sorumluluklar, veri gizlili\u011fi ve karar alma mekanizmalar\u0131n\u0131n \u015feffafl\u0131\u011f\u0131 da \u00f6nemli hale gelecektir. \u0130nsan ve makine i\u015f birli\u011fi, gelece\u011fin <strong>siber g\u00fcvenlik<\/strong> stratejilerinin merkezinde yer alacakt\u0131r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Yapay_Zeka_Caginda_Siber_Guvenligin_Yeni_Rotasi\"><\/span><strong>Yapay Zek\u00e2 \u00c7a\u011f\u0131nda Siber G\u00fcvenli\u011fin Yeni Rotas\u0131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/bilisimacademy.com\/blog\/2024\/12\/siber-guvenlikte-yapay-zeka-uygulamalari\/\" target=\"_blank\" rel=\"noreferrer noopener\">Yapay zek\u00e2<\/a> ve makine \u00f6\u011frenmesi, art\u0131k sadece <strong>siber g\u00fcvenlik<\/strong> d\u00fcnyas\u0131n\u0131n destekleyici ara\u00e7lar\u0131 de\u011fil, gelece\u011fin savunma stratejilerinin merkezinde yer alan ana bile\u015fenlerdir. Bu teknolojiler, tehditleri tespit etme, analiz etme ve h\u0131zl\u0131 m\u00fcdahale etme s\u00fcre\u00e7lerinde geleneksel y\u00f6ntemlerin \u00e7ok \u00f6tesine ge\u00e7mi\u015ftir. Ger\u00e7ek zamanl\u0131 veri analizi, anomali tespiti ve davran\u0131\u015fsal g\u00fcvenlik sistemleri sayesinde kurumlar, sald\u0131r\u0131lara yaln\u0131zca tepki vermekle kalmay\u0131p onlar\u0131 \u00f6ng\u00f6rebilir h\u00e2le gelmi\u015ftir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ancak, <strong>siber g\u00fcvenlik<\/strong> alan\u0131nda yapay zek\u00e2dan maksimum fayday\u0131 sa\u011flamak, insan zek\u00e2s\u0131n\u0131n yerini tamamen makinelere b\u0131rakmak anlam\u0131na gelmez. Tam tersine, insan uzmanl\u0131\u011f\u0131 ile yapay zek\u00e2n\u0131n g\u00fcc\u00fc birle\u015fti\u011finde ortaya daha dengeli, etik de\u011ferlere uygun ve s\u00fcrd\u00fcr\u00fclebilir g\u00fcvenlik stratejileri \u00e7\u0131kar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gelece\u011fin dijital ekosisteminde ba\u015far\u0131, teknolojiye sahip olmaktan \u00e7ok, onu do\u011fru \u015fekilde y\u00f6nlendirebilmektir. Bu nedenle, AI ve makine \u00f6\u011frenmesiyle desteklenen <strong>siber g\u00fcvenlik<\/strong> sistemlerini stratejik vizyonla birle\u015ftiren kurumlar, yaln\u0131zca tehditlere kar\u015f\u0131 koruma sa\u011flamakla kalmayacak, ayn\u0131 zamanda dijital g\u00fcvenli\u011fin \u00f6nc\u00fcs\u00fc olacakt\u0131r.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/1\ufe0f\u20e3-Kapak-Gorseli-\u2013-Siber-Guvenlikte-Yapay-Zeka-ve-Makine-Ogrenmesi-Uygulamalari-2-1024x576.webp\" alt=\"Siber G\u00fcvenlikte Yapay Zek\u00e2 (AI) ve Makine \u00d6\u011frenmesi\" class=\"wp-image-4751\" srcset=\"https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/1\ufe0f\u20e3-Kapak-Gorseli-\u2013-Siber-Guvenlikte-Yapay-Zeka-ve-Makine-Ogrenmesi-Uygulamalari-2-1024x576.webp 1024w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/1\ufe0f\u20e3-Kapak-Gorseli-\u2013-Siber-Guvenlikte-Yapay-Zeka-ve-Makine-Ogrenmesi-Uygulamalari-2-300x169.webp 300w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/1\ufe0f\u20e3-Kapak-Gorseli-\u2013-Siber-Guvenlikte-Yapay-Zeka-ve-Makine-Ogrenmesi-Uygulamalari-2-768x432.webp 768w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/1\ufe0f\u20e3-Kapak-Gorseli-\u2013-Siber-Guvenlikte-Yapay-Zeka-ve-Makine-Ogrenmesi-Uygulamalari-2-1536x864.webp 1536w, https:\/\/bilisimacademy.com\/blog\/wp-content\/uploads\/2025\/10\/1\ufe0f\u20e3-Kapak-Gorseli-\u2013-Siber-Guvenlikte-Yapay-Zeka-ve-Makine-Ogrenmesi-Uygulamalari-2.webp 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Bilisim_Academy_ile_Siber_Guvenlik_Alaninda_Gelecege_Hazirlanin\"><\/span><strong>Bili\u015fim Academy ile Siber G\u00fcvenlik Alan\u0131nda Gelece\u011fe Haz\u0131rlan\u0131n<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Dijital d\u00fcnyan\u0131n h\u0131zla geli\u015fti\u011fi bu \u00e7a\u011fda, <strong>siber g\u00fcvenlik<\/strong> art\u0131k bir se\u00e7enek de\u011fil, bir zorunluluktur. Yapay zek\u00e2 ve makine \u00f6\u011frenmesinin her ge\u00e7en g\u00fcn daha fazla entegre oldu\u011fu g\u00fcvenlik ekosisteminde, bilgiye sahip olanlar bir ad\u0131m \u00f6ne \u00e7\u0131kar. \u0130\u015fte tam da bu noktada <a href=\"https:\/\/bilisimacademy.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Bili\u015fim Academy<\/a>, gelece\u011fin siber uzmanlar\u0131n\u0131 yeti\u015ftirmek i\u00e7in size en g\u00fcncel ve uygulamal\u0131 e\u011fitimleri sunar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bili\u015fim Academy\u2019de yaln\u0131zca teorik bilgi de\u011fil, ayn\u0131 zamanda laboratuvar ortam\u0131nda ger\u00e7ek siber sald\u0131r\u0131 senaryolar\u0131n\u0131 analiz etme, savunma tekniklerini uygulama ve uluslararas\u0131 ge\u00e7erlili\u011fe sahip sertifikalarla kariyerinizi g\u00fc\u00e7lendirme f\u0131rsat\u0131 bulursunuz.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">E\u011fitimlerimiz, Avrupa standartlar\u0131nda haz\u0131rlanm\u0131\u015f i\u00e7eriklerle, sekt\u00f6r\u00fcn \u00f6nde gelen e\u011fitmenleri taraf\u0131ndan verilmektedir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Siz de <a href=\"https:\/\/bilisimacademy.com\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Bili\u015fim Academy<\/strong><\/a> ile <strong>siber g\u00fcvenlik<\/strong> alan\u0131nda uzmanla\u015fmak, kariyerinizi global \u00f6l\u00e7ekte g\u00fc\u00e7lendirmek ve gelece\u011fin dijital savunma hatt\u0131nda yer almak istiyorsan\u0131z hemen bizimle ileti\u015fime ge\u00e7in.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Siber g\u00fcvenli\u011fin gelece\u011fini sadece izlemeyin \u2014 onun bir par\u00e7as\u0131 olun!<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/bilisimmedia.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">SEO ve Medya Planlama<\/a> \u00e7\u00f6z\u00fcm orta\u011f\u0131m\u0131z ile hizmetinizdeyiz!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>G\u00fcn\u00fcm\u00fcz d\u00fcnyas\u0131nda dijital d\u00f6n\u00fc\u015f\u00fcm ba\u015f d\u00f6nd\u00fcr\u00fcc\u00fc bir h\u0131zla ilerliyor. \u015eirketler, kurumlar ve bireyler art\u0131k her g\u00fcn milyonlarca veri al\u0131\u015fveri\u015finde bulunuyor. Bu veri trafi\u011finin artmas\u0131, hem i\u015fletmelerin dijital altyap\u0131lar\u0131n\u0131 b\u00fcy\u00fctmesini hem de yeni g\u00fcvenlik tehditlerinin ortaya \u00e7\u0131kmas\u0131n\u0131 beraberinde getiriyor. Art\u0131k yaln\u0131zca g\u00fcvenlik duvarlar\u0131 veya antivir\u00fcs yaz\u0131l\u0131mlar\u0131yla koruma sa\u011flamak yeterli de\u011fil; geli\u015fmi\u015f, \u00f6\u011frenebilen ve kendini s\u00fcrekli yenileyen [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":4745,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[30],"tags":[64,131],"class_list":["post-4741","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-siber-guvenlik","tag-siber-guvenlik","tag-yapay-zeka-ai"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/4741","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/comments?post=4741"}],"version-history":[{"count":5,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/4741\/revisions"}],"predecessor-version":[{"id":4941,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/posts\/4741\/revisions\/4941"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/media\/4745"}],"wp:attachment":[{"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/media?parent=4741"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/categories?post=4741"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/bilisimacademy.com\/blog\/wp-json\/wp\/v2\/tags?post=4741"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}