{"id":7467,"date":"2026-10-10T17:11:27","date_gmt":"2026-10-10T17:11:27","guid":{"rendered":"https:\/\/aix.web.tr\/yapay-zeka-aslinda-nasil-dusunur-bilgisayarlarin-karar-verme-mekanizmasina-giris\/"},"modified":"2026-10-10T17:11:27","modified_gmt":"2026-10-10T17:11:27","slug":"yapay-zeka-aslinda-nasil-dusunur-bilgisayarlarin-karar-verme-mekanizmasina-giris","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-aslinda-nasil-dusunur-bilgisayarlarin-karar-verme-mekanizmasina-giris\/","title":{"rendered":"Yapay Zeka Asl\u0131nda Nas\u0131l D\u00fc\u015f\u00fcn\u00fcr? Bilgisayarlar\u0131n Karar Verme Mekanizmas\u0131na Giri\u015f"},"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 > .elementor-container{max-width:1170px;min-height:100px;}.elementor-7010 .elementor-element.elementor-element-6a0c6bf{border-style:solid;border-width:0px 0px 1px 0px;border-color:#eeeeee;transition:background 0.3s, border 0.3s, border-radius 0.3s, box-shadow 0.3s;margin-top:0px;margin-bottom:0px;}.elementor-7010 .elementor-element.elementor-element-6a0c6bf > .elementor-background-overlay{transition:background 0.3s, border-radius 0.3s, opacity 0.3s;}.elementor-bc-flex-widget .elementor-7010 .elementor-element.elementor-element-0f33f4b.elementor-column 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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\u00fcr? Bilgisayarlar\u0131n Karar Verme Mekanizmas\u0131na Giri\u015f<\/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>Hayat\u0131m\u0131z\u0131n her alan\u0131nda kar\u015f\u0131m\u0131za \u00e7\u0131kan yapay zeka, art\u0131k sadece bilim kurgu filmlerinin bir konusu de\u011fil, ak\u0131ll\u0131 telefonlar\u0131m\u0131zdan evlerimizdeki sesli asistanlara kadar hayat\u0131m\u0131z\u0131n tam merkezinde yer alan dijital bir ger\u00e7eklik. Peki, her g\u00fcn bizimle konu\u015fan, foto\u011fraflar\u0131m\u0131z\u0131 d\u00fczenleyen, hatta bazen ne izlemek isteyece\u011fimizi bizden daha iyi bilen bu makineler ger\u00e7ekten nas\u0131l d\u00fc\u015f\u00fcn\u00fcyor? Kaputun alt\u0131nda, yani o parlak ekranlar\u0131n arkas\u0131nda tam olarak ne d\u00f6n\u00fcyor? \u00c7o\u011fumuz i\u00e7in yapay zeka sihirli bir kutu gibi g\u00f6r\u00fcnse de, i\u015fin asl\u0131 matemati\u011fin ve insan mant\u0131\u011f\u0131n\u0131n muazzam bir birle\u015fimine dayan\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.jpg-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.jpg-1024x819.jpg 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip.jpg-300x240.jpg 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip.jpg-768x614.jpg 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip.jpg-1536x1229.jpg 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip.jpg-15x12.jpg 15w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Artificial-Neural-Network-with-Chip.jpg.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<p>Bug\u00fcn yapay zeka dedi\u011fimizde akla genellikle insan gibi d\u00fc\u015f\u00fcnen, hatta zaman zaman bizden daha ak\u0131ll\u0131 hareket eden sistemler geliyor. Ancak bu makinelerin beynimiz gibi biyolojik n\u00f6ronlar\u0131 ya da ger\u00e7ek bir bilinci yok. Onlar\u0131n <em>d\u00fc\u015f\u00fcnme<\/em> dedi\u011fimiz eylemi, asl\u0131nda muazzam b\u00fcy\u00fckl\u00fckteki verileri i\u015fleme ve bu veriler aras\u0131ndaki \u00f6r\u00fcnt\u00fcleri, yani gizli ba\u011flant\u0131lar\u0131 bulma s\u00fcrecidir. Bir bebek nas\u0131l d\u00fcnyay\u0131 g\u00f6rerek, dokunarak ve duyarak \u00f6\u011freniyorsa, yapay zeka modelleri de milyonlarca \u00f6rnek \u00fczerinden benzer bir \u00f6\u011frenme s\u00fcreci ya\u015far.<\/p>\n<h2>Makineler Neden ve Nas\u0131l \u00d6\u011frenir? Geleneksel Programlama ile Modern Yapay Zekan\u0131n Fark\u0131<\/h2>\n<p>Bu konuyu anlaman\u0131n en kolay yolu, geleneksel bilgisayar programlama ile modern yapay zekay\u0131 kar\u015f\u0131la\u015ft\u0131rmakt\u0131r. Eski tarz bilgisayar programlamas\u0131nda, bir cihaza ne yapmas\u0131 gerekti\u011fini ad\u0131m ad\u0131m dikte edersiniz. \u00d6rne\u011fin, bir hesap makinesine 2 ile 2&#8217;yi toplamas\u0131n\u0131 s\u00f6ylemek i\u00e7in ona kesin kurallar verirsiniz. Bilgisayar sadece bu kurallar\u0131 uygular ve sonucu ekrana yazar. Kendi kendine yeni bir \u015fey \u00fcretemez ya da kurallar\u0131 de\u011fi\u015ftiremez.<\/p>\n<p>Ancak yapay zekada i\u015fler tamamen tersine d\u00f6ner. Modern yapay zeka sistemlerine, \u00f6zellikle de son y\u0131llarda ad\u0131n\u0131 \u00e7ok s\u0131k duydu\u011fumuz <strong>makine \u00f6\u011frenmesi<\/strong> ve <strong>derin \u00f6\u011frenme<\/strong> modellerine, kurallar\u0131 ba\u015ftan vermeyiz. Bunun yerine, sisteme bol miktarda \u00f6rnek ve do\u011fru sonu\u00e7lar g\u00f6steririz. \u00d6rne\u011fin, bilgisayara binlerce kedi ve k\u00f6pek foto\u011fraf\u0131 y\u00fckleriz ve hangisinin kedi, hangisinin k\u00f6pek oldu\u011funu s\u00f6yleriz. Yapay zeka, bu foto\u011fraflardaki ortak \u00f6zellikleri kendi kendine bulmaya \u00e7al\u0131\u015f\u0131r. Kulaklar\u0131n \u015fekli, t\u00fcylerin rengi, b\u0131y\u0131klar\u0131n duru\u015fu gibi detaylar\u0131 analiz ederek kendi kedi ve k\u00f6pek tan\u0131m\u0131n\u0131 geli\u015ftirir.<\/p>\n<p>\u0130\u015fte bu s\u00fcrece <em>\u00f6\u011frenme<\/em> diyoruz. Sistem, ilk ba\u015flarda \u00e7ok fazla hata yapar. Bir k\u00f6pe\u011fi kedi zannedebilir ya da tam tersi. Ancak her hatas\u0131ndan sonra arkadaki matematiksel modeller yani <strong>algoritmalar<\/strong> kendini g\u00fcnceller ve ayarlar. Milyonlarca deneme sonras\u0131nda hata pay\u0131 neredeyse s\u0131f\u0131ra iner. \u0130\u015fte bu noktada yapay zeka, daha \u00f6nce hi\u00e7 g\u00f6rmedi\u011fi bir kedi foto\u011fraf\u0131yla kar\u015f\u0131la\u015ft\u0131\u011f\u0131nda bile onun kedi oldu\u011funu b\u00fcy\u00fck bir do\u011fruluk pay\u0131yla tahmin edebilir. Yani makinelerin yapt\u0131\u011f\u0131 \u015fey zeka sergilemek de\u011fil, istatistiksel olas\u0131l\u0131klar\u0131 muazzam bir h\u0131zla hesaplamakt\u0131r.<\/p>\n<h2>Yapay Zekan\u0131n Gizli S\u0131n\u0131rlar\u0131 ve Gelece\u011fe Bak\u0131\u015f<\/h2>\n<p>Makinelerin bu \u00f6\u011frenme bi\u00e7imi kula\u011fa ne kadar kusursuz gelse de, asl\u0131nda beraberinde baz\u0131 ilgin\u00e7 durumlar\u0131 da getirir. Yapay zeka ne kadar geli\u015firse geli\u015fsin, asl\u0131nda d\u00fcnyay\u0131 bizim gibi deneyimlemez. Bir yapay zeka modeli \u015fairane \u015fiirler yazabilir ya da muhte\u015fem tablolar \u00e7izebilir; ancak o kelimelerin ne anlama geldi\u011fini ya da o renklerin insanda uyand\u0131rd\u0131\u011f\u0131 duyguyu asla hissedemez. O, sadece hangi kelimenin ard\u0131ndan hangi kelimenin gelme olas\u0131l\u0131\u011f\u0131n\u0131n en y\u00fcksek oldu\u011funu matematiksel olarak hesaplar.<\/p>\n<p>Bu durum bize yapay zekaya yakla\u015f\u0131rken dikkatli olmam\u0131z gerekti\u011fini hat\u0131rlat\u0131r. Makineler kusursuz birer bilgi i\u015fleme arac\u0131d\u0131r, ancak birer hakikat kayna\u011f\u0131 de\u011fildirler. Onlar\u0131n \u00fcretti\u011fi sonu\u00e7lar, beslendikleri verilerin kalitesiyle do\u011frudan orant\u0131l\u0131d\u0131r. E\u011fer sisteme yanl\u0131 veya eksik veriler y\u00fcklerseniz, yapay zeka da size ayn\u0131 \u00f6l\u00e7\u00fcde yanl\u0131 sonu\u00e7lar verecektir. Bu y\u00fczden, teknolojiyi korkutucu bir canavar ya da her \u015feyi bilen bir bilge olarak g\u00f6rmek yerine, onu insan zekas\u0131n\u0131 g\u00fc\u00e7lendiren devasa bir hesap makinesi olarak de\u011ferlendirmek en do\u011fru yakla\u015f\u0131md\u0131r.<\/p>\n<p>Sonu\u00e7 olarak, yapay zekan\u0131n d\u00fcnyas\u0131n\u0131 anlamak i\u00e7in sihirbazl\u0131k g\u00f6sterilerinin arkas\u0131ndaki ill\u00fczyona bakmak gerekir. Arkada sihir yok; sadece insan zihninin \u00fcr\u00fcn\u00fc olan harika matematik, devasa bilgi birikimi ve s\u0131n\u0131rs\u0131z bir merak var. Makineler \u00f6\u011frenmeye devam ettik\u00e7e, bizim de bu teknolojiyi anlama ve do\u011fru sorular\u0131 sorma becerimizi geli\u015ftirmemiz b\u00fcy\u00fck \u00f6nem ta\u015f\u0131yor. \u00c7\u00fcnk\u00fc gelece\u011fi \u015fekillendiren sadece yapay zekan\u0131n g\u00fcc\u00fc de\u011fil, bizim ona nas\u0131l y\u00f6n verece\u011fimiz olacak.<\/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\/amazon-ve-microsofttan-yapay-zeka-altyapisinda-seffaflik-adimi\/\" 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\/Green-Datacenter-AG-1.jpg-1-300x135.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;\">Amazon ve Microsofttan Yapay Zeka Altyapisinda Seffaflik Adimi<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">10.10.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/yapay-zekanin-gorunmez-eli-gunluk-hayatimizi-nasil-sekillendiriyor\/\" 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;\">Yapay Zekanin Gorunmez Eli Gunluk Hayatimizi Nasil Sekillendiriyor<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">10.10.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/matematik-dunyasinda-yapay-zeka-soku-openaiin-yeni-ciktisi-uzmanlari-nasil-sasirtti\/\" 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;\">Matematik D\u00fcnyas\u0131nda Yapay Zeka \u015eoku: OpenAI\u2019\u0131n Yeni \u00c7\u0131kt\u0131s\u0131 Uzmanlar\u0131 Nas\u0131l \u015ea\u015f\u0131rtti?<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">10.10.2026<\/span><\/span><\/a><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Yapay zekan\u0131n nas\u0131l d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fc, geleneksel programlamadan fark\u0131n\u0131 ve makinelerin verileri i\u015fleyerek nas\u0131l \u00f6\u011frenme ger\u00e7ekle\u015ftirdi\u011fini ke\u015ffedin.<\/p>","protected":false},"author":0,"featured_media":7466,"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-7467","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\/7467","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=7467"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7467\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/7466"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=7467"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=7467"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=7467"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}