{"id":7533,"date":"2026-10-21T06:16:02","date_gmt":"2026-10-21T06:16:02","guid":{"rendered":"https:\/\/aix.web.tr\/yapay-zeka-aslinda-nasil-dusunuyor-bilgisayarlarin-ogrenme-sirri\/"},"modified":"2026-10-21T06:16:02","modified_gmt":"2026-10-21T06:16:02","slug":"yapay-zeka-aslinda-nasil-dusunuyor-bilgisayarlarin-ogrenme-sirri","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-aslinda-nasil-dusunuyor-bilgisayarlarin-ogrenme-sirri\/","title":{"rendered":"Yapay Zeka Asl\u0131nda Nas\u0131l D\u00fc\u015f\u00fcn\u00fcyor Bilgisayarlar\u0131n \u00d6\u011frenme S\u0131rr\u0131"},"content":{"rendered":"<style>.elementor-7010 .elementor-element.elementor-element-6a0c6bf:not(.elementor-motion-effects-element-type-background), .elementor-7010 .elementor-element.elementor-element-6a0c6bf > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-color:#ffffff;}.elementor-7010 .elementor-element.elementor-element-6a0c6bf > 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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\"\/> <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\"\/> <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\"\/> <\/svg> <\/div>\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-e8a5825\" data-id=\"e8a5825\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-913dd15 elementor-widget elementor-widget-heading\" data-id=\"913dd15\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n<div class=\"elementor-widget-container\">\n<h1 class=\"elementor-heading-title elementor-size-default\">Yapay Zeka Asl\u0131nda Nas\u0131l D\u00fc\u015f\u00fcn\u00fcyor Bilgisayarlar\u0131n \u00d6\u011frenme S\u0131rr\u0131<\/h1>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section><\/div>\n<style>.elementor-7010 .elementor-element-d2be7d5{background-image:linear-gradient(135deg,#1a0b2e 0%,#0d1b2e 100%) !important;background-color:#1a0b2e !important;}<\/style>\n<style>.aixdc-post-body{font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif;}.aixdc-post-body h1,.aixdc-post-body h2,.aixdc-post-body h3{font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif !important;font-weight:400 !important;color:#F5F5F7 !important;}.aixdc-post-body p,.aixdc-post-body li{font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif !important;color:#A3A1B5;}.aixdc-post-body a{color:#FF9142;}.aixdc-post-body ul,.aixdc-post-body ol{color:#A3A1B5;font-family:-apple-system,BlinkMacSystemFont,\"Segoe UI\",Roboto,\"Helvetica Neue\",Arial,sans-serif;}<\/style>\n<div class=\"aixdc-post-body\">\n<div class=\"aixdc-ai-badge\" style=\"display:flex;align-items:center;gap:10px;margin:0 0 28px;padding:10px 16px;background:rgba(255,145,66,0.08);border:1px solid rgba(255,145,66,0.25);border-radius:8px;font-family:Roboto,sans-serif;font-size:13px;line-height:1.4;color:#A3A1B5;\"><span style=\"flex:0 0 auto;display:inline-flex;align-items:center;justify-content:center;width:22px;height:22px;border-radius:50%;background:#FF9142;color:#0a0a12;font-weight:700;font-size:11px;\">AI<\/span><span>Bu icerik yapay zeka tarafindan otomatik olarak arastirilip yazilmis ve yayinlanmistir.<\/span><\/div>\n<p>Son y\u0131llarda hayat\u0131m\u0131z\u0131n her alan\u0131na giren yapay zeka, ak\u0131ll\u0131 telefonlar\u0131m\u0131zdan t\u0131p d\u00fcnyas\u0131na kadar pek \u00e7ok yerde kar\u015f\u0131m\u0131za \u00e7\u0131k\u0131yor. Sokakta, kafede veya televizyonda s\u00fcrekli bu kavram\u0131 duyuyoruz. Peki, ard\u0131nda gizlenen teknoloji ger\u00e7ekten nas\u0131l \u00e7al\u0131\u015f\u0131yor? Bilgisayarlar nas\u0131l d\u00fc\u015f\u00fcn\u00fcyor, nas\u0131l \u00f6\u011freniyor ve biz insanlardan farkl\u0131 olarak d\u00fcnyay\u0131 nas\u0131l alg\u0131l\u0131yorlar? Bu sorular\u0131n yan\u0131t\u0131, bilim kurgu filmlerindeki gibi gizemli devasa beyinlerde de\u011fil, olduk\u00e7a b\u00fcy\u00fcleyici matematiksel s\u00fcre\u00e7lerde yat\u0131yor.<\/p>\n<figure class=\"aixdc-cover-image\" style=\"margin:24px 0;\"><img loading=\"lazy\" width=\"843\" height=\"674\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip-5.jpg-5-1024x819.jpg\" class=\"attachment-large size-large\" alt=\"Artificial Neural Network with Chip.jpg\" style=\"max-width:100%;height:auto;display:block;margin:0 auto;\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip-5.jpg-5-1024x819.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip-5.jpg-5-300x240.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip-5.jpg-5-768x614.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip-5.jpg-5-1536x1229.jpg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip-5.jpg-5-15x12.jpg 15w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip-5.jpg-5.jpg 1920w\" sizes=\"auto, (max-width: 843px) 100vw, 843px\" title=\"\"><figcaption style=\"text-align:center;font-size:0.85em;opacity:0.75;margin-top:8px;\"><em>Artificial Neural Network with Chip.jpg \u2014 mikemacmarketing \/ photo on flickr, CC BY 2.0 (Wikimedia Commons)<\/em><\/figcaption><\/figure>\n<h2>Geleneksel Programlamadan Makine \u00d6\u011frenmesine Ge\u00e7i\u015f<\/h2>\n<p>Geleneksel bilgisayarlar, insan taraf\u0131ndan yaz\u0131lan kesin ve kat\u0131 kurallarla \u00e7al\u0131\u015f\u0131r. \u00d6rne\u011fin, bir hesap makinesine 2 art\u0131 2&#8217;nin ka\u00e7 oldu\u011funu sormak kesin bir programlama gerektirir. Makine kural\u0131 uygular ve sonucu ekrana yazar. Ancak yapay zekada bu durum tamamen farkl\u0131d\u0131r. Yapay zeka, \u00f6zellikle de g\u00fcn\u00fcm\u00fczde pop\u00fcler olan <strong>makine \u00f6\u011frenmesi<\/strong> ve <em>derin \u00f6\u011frenme<\/em> dallar\u0131nda, kurallar\u0131 \u00f6nceden ezberlemek yerine verilerden yola \u00e7\u0131karak kendi kurallar\u0131n\u0131 kendisi \u00fcretir.<\/p>\n<p>Bu s\u00fcreci anlamak i\u00e7in bir \u00e7ocuk \u00f6rne\u011fini d\u00fc\u015f\u00fcnebiliriz. Bir \u00e7ocu\u011fa bir kedinin ne oldu\u011funu do\u011frudan tarif etmek yerine, ona y\u00fczlerce kedi foto\u011fraf\u0131 g\u00f6sterirseniz, \u00e7ocuk bir s\u00fcre sonra kedilerin sivri kulaklar\u0131, b\u0131y\u0131klar\u0131 ve t\u00fcyleri oldu\u011funu kendili\u011finden fark eder. Yapay zeka da tam olarak b\u00f6yle \u00e7al\u0131\u015f\u0131r. Geli\u015ftiriciler sisteme binlerce hatta milyonlarca \u00f6rnek y\u00fckler. Yapay zeka bu \u00f6rnekleri inceleyerek aralar\u0131ndaki ortak \u00f6zellikleri bulur ve bir \u00f6r\u00fcnt\u00fc, yani bir \u015fablon olu\u015fturur. Sonraki a\u015famada ise kar\u015f\u0131s\u0131na \u00e7\u0131kan yeni bir foto\u011fraf\u0131n kedi olup olmad\u0131\u011f\u0131n\u0131 bu \u00f6\u011frendi\u011fi \u015fablon sayesinde tahmin eder.<\/p>\n<h2>Yapay Zekan\u0131n Gizli Kahraman\u0131: Yapay Sinir A\u011flar\u0131<\/h2>\n<p>Yapay zekan\u0131n bu kadar karma\u015f\u0131k kararlar\u0131 nas\u0131l alabildi\u011fini merak ediyorsan\u0131z, cevab\u0131n temelinde <strong>Yapay Sinir A\u011flar\u0131<\/strong> yatar. \u0130nsan beyin yap\u0131s\u0131ndan esinlenilerek tasarlanan bu dijital a\u011flar, birbirine ba\u011fl\u0131 milyonlarca k\u00fc\u00e7\u00fck i\u015flem biriminden olu\u015fur. T\u0131pk\u0131 beyindeki n\u00f6ronlar\u0131n birbirine sinyaller g\u00f6ndermesi gibi, bu yapay birimler de bilgiyi birbirine aktar\u0131r ve i\u015fler.<\/p>\n<p>Diyelim ki sisteminize bir araba resmi tan\u0131tt\u0131n\u0131z. Bu resim ilk katmandaki minik i\u015flemcilere gider. \u0130lk katman sadece pikselleri ve renkleri alg\u0131lar. Bilgi bir sonraki katmana ge\u00e7ti\u011finde \u00e7izgiler ve kenarlar birle\u015ftirilir. Daha sonraki katmanlar ise tekerlekleri, farlar\u0131 ve dikiz aynalar\u0131n\u0131 tan\u0131r. En son katmana gelindi\u011finde ise t\u00fcm bu par\u00e7alar birle\u015ftirilir ve sistem &#8220;Bu bir otomobildir&#8221; karar\u0131n\u0131 verir. Bu s\u00fcre\u00e7 saniyenin \u00e7ok k\u00fc\u00e7\u00fck bir k\u0131sm\u0131nda ger\u00e7ekle\u015fir.<\/p>\n<h3>Deneme Yan\u0131lma ve E\u011fitim S\u00fcreci<\/h3>\n<p>Tabii ki bu \u00f6\u011frenme s\u00fcreci hatas\u0131z de\u011fildir. Yapay zeka ilk ba\u015flarda s\u00fcrekli hata yapar. Bir kediyi k\u00f6pe\u011fe, bir arabay\u0131 kamyona benzetebilir. \u0130\u015fte tam bu noktada sistemin arkas\u0131ndaki <strong>\u00f6d\u00fcl ve ceza<\/strong> mekanizmas\u0131 devreye girer. Bir tahmin yanl\u0131\u015f oldu\u011funda, programc\u0131lar sisteme hata yapt\u0131\u011f\u0131n\u0131 bildirir ve yapay zeka ba\u011flant\u0131lar\u0131n\u0131 g\u00fcncelleyerek kendini d\u00fczeltir. Milyonlarca deneme yan\u0131lma sonucunda hata pay\u0131 neredeyse s\u0131f\u0131ra indirilir. \u0130\u015fte bu s\u00fcrekli geli\u015fim d\u00f6ng\u00fcs\u00fcne e\u011fitim ad\u0131 verilir.<\/p>\n<h2>G\u00fcnl\u00fck Ya\u015fam\u0131m\u0131zdaki Yeri ve Gelece\u011fe Bak\u0131\u015f<\/h2>\n<p>Bug\u00fcn ak\u0131ll\u0131 asistanlar\u0131n sesimizi anlamas\u0131, yabanc\u0131 dilleri an\u0131nda terc\u00fcme etmesi veya sosyal medya ak\u0131\u015flar\u0131m\u0131zda tam da ilgimizi \u00e7eken i\u00e7eriklerin g\u00f6sterilmesi hep bu yapay sinir a\u011flar\u0131n\u0131n ba\u015far\u0131s\u0131d\u0131r. Makineler bilin\u00e7 kazand\u0131\u011f\u0131 i\u00e7in de\u011fil, muazzam miktardaki veriyi inan\u0131lmaz bir h\u0131zla i\u015fleyebildi\u011fi i\u00e7in ak\u0131ll\u0131 g\u00f6r\u00fcn\u00fcrler. Onlar\u0131n sahip oldu\u011fu tek \u015fey veri ve matemaktir; duygu, sezgi veya ger\u00e7ek anlamda bir bilin\u00e7 hen\u00fcz yoktur.<\/p>\n<p>Sonu\u00e7 olarak, yapay zeka hayat\u0131m\u0131z\u0131 k\u00f6kten de\u011fi\u015ftiren g\u00fc\u00e7l\u00fc bir ara\u00e7t\u0131r. Onu korkutucu bir canavar ya da her \u015feyi bilen sihirli bir varl\u0131k olarak g\u00f6rmek yerine, insanl\u0131\u011f\u0131n \u00fcretti\u011fi en b\u00fcy\u00fck veri i\u015fleme arac\u0131 olarak anlamak gerekir. Yapay zekan\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 kavrad\u0131k\u00e7a, onunla olan ili\u015fkimiz de daha bilin\u00e7li ve yap\u0131c\u0131 bir hal alacakt\u0131r. Gelecekte bu teknolojinin hayat\u0131m\u0131z\u0131 daha da kolayla\u015ft\u0131raca\u011f\u0131 ve merak etti\u011fimiz pek \u00e7ok sorunun yan\u0131t\u0131n\u0131 bulmam\u0131za yard\u0131mc\u0131 olaca\u011f\u0131 \u015f\u00fcphesizdir.<\/p>\n<div class=\"aixdc-related\" style=\"margin-top:48px;padding-top:32px;border-top:1px solid rgba(255,255,255,0.08);\">\n<h3 style=\"font-family:Roboto,sans-serif;font-weight:600;color:#F5F5F7;font-size:20px;margin:0 0 18px;\">Bunlar \u0130lginizi \u00c7ekebilir<\/h3>\n<div style=\"display:grid;grid-template-columns:repeat(auto-fit,minmax(200px,1fr));gap:18px;\"><a href=\"https:\/\/aix.web.tr\/openai-orchestra-bio-satin-alma-ve-biyoteknoloji-hamlesi\/\" style=\"display:flex;flex-direction:column;text-decoration:none;background:#111018;border:1px solid rgba(255,255,255,0.08);border-radius:10px;overflow:hidden;\"><span style=\"display:block;width:100%;padding-top:56%;background:linear-gradient(135deg,#1a0b2e 0%,#0d1b2e 100%);\"><\/span><span style=\"padding:14px 16px 16px;display:flex;flex-direction:column;gap:8px;\"><span style=\"font-family:Roboto,sans-serif;font-weight:600;font-size:15px;line-height:1.35;color:#F5F5F7;\">OpenAI Orchestra Bio Sat\u0131n Alma ve Biyoteknoloji Hamlesi<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">21.10.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/yapay-zeka-asistanlari-neden-bazen-yanlis-bilgi-verir-halusinasyon-nedir\/\" style=\"display:flex;flex-direction:column;text-decoration:none;background:#111018;border:1px solid rgba(255,255,255,0.08);border-radius:10px;overflow:hidden;\"><span style=\"display:block;width:100%;padding-top:56%;background-image:url(https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/\u0418\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0435-\u0433\u0430\u043b\u043b\u044e\u0446\u0438\u043d\u0430\u0446\u0438\u0438-\u0441\u0433\u0435\u043d\u0438\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0435-\u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u044c\u044e.jpg-300x300.jpg);background-size:cover;background-position:center;\"><\/span><span style=\"padding:14px 16px 16px;display:flex;flex-direction:column;gap:8px;\"><span style=\"font-family:Roboto,sans-serif;font-weight:600;font-size:15px;line-height:1.35;color:#F5F5F7;\">Yapay Zeka Asistanlar\u0131 Neden Bazen Yanl\u0131\u015f Bilgi Verir Hal\u00fcsinasyon Nedir<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">20.10.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/microsofttan-yapay-zeka-uyarisi-sinir-modellerine-guvenilemez\/\" style=\"display:flex;flex-direction:column;text-decoration:none;background:#111018;border:1px solid rgba(255,255,255,0.08);border-radius:10px;overflow:hidden;\"><span style=\"display:block;width:100%;padding-top:56%;background:linear-gradient(135deg,#1a0b2e 0%,#0d1b2e 100%);\"><\/span><span style=\"padding:14px 16px 16px;display:flex;flex-direction:column;gap:8px;\"><span style=\"font-family:Roboto,sans-serif;font-weight:600;font-size:15px;line-height:1.35;color:#F5F5F7;\">Microsoft&#8217;tan Yapay Zeka Uyar\u0131s\u0131: S\u0131n\u0131r Modellerine G\u00fcvenilemez<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">20.10.2026<\/span><\/span><\/a><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Yapay zekan\u0131n nas\u0131l \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131, bilgisayarlar\u0131n verilerden nas\u0131l \u00f6\u011frendi\u011fini ve yapay sinir a\u011flar\u0131n\u0131n s\u0131rr\u0131n\u0131 ke\u015ffedin.<\/p>","protected":false},"author":0,"featured_media":7532,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_customify_content_layout":"","_customify_sidebar":"","_customify_page_header_display":"","_customify_disable_header":"","_customify_disable_header_top":"","_customify_disable_header_main":"","_customify_disable_header_bottom":"","_customify_disable_page_title":"","_customify_disable_content_vertical_padding":"","_customify_disable_footer_top":"","_customify_disable_footer_main":"","_customify_disable_footer_bottom":"","_customify_breadcrumb_display":"","_customify_header_transparent_display":"","footnotes":""},"categories":[13],"tags":[],"class_list":["post-7533","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"_links":{"self":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7533","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"}],"replies":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/comments?post=7533"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7533\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/7532"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=7533"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=7533"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=7533"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}