{"id":7167,"date":"2026-09-06T17:19:10","date_gmt":"2026-09-06T17:19:10","guid":{"rendered":"https:\/\/aix.web.tr\/yapay-zeka-aslinda-nasil-karar-verir-gorunmeyen-karar-mekanizmalarinin-sirri\/"},"modified":"2026-09-06T17:19:10","modified_gmt":"2026-09-06T17:19:10","slug":"yapay-zeka-aslinda-nasil-karar-verir-gorunmeyen-karar-mekanizmalarinin-sirri","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-aslinda-nasil-karar-verir-gorunmeyen-karar-mekanizmalarinin-sirri\/","title":{"rendered":"Yapay Zeka Asl\u0131nda Nas\u0131l Karar Verir? G\u00f6r\u00fcnmeyen Karar Mekanizmalar\u0131n\u0131n 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 > .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 Karar Verir? G\u00f6r\u00fcnmeyen Karar Mekanizmalar\u0131n\u0131n 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>Hayat\u0131m\u0131zda yapay zekan\u0131n olmad\u0131\u011f\u0131 bir an neredeyse kalmad\u0131. Sabah bizi uyand\u0131ran alarmdan, telefonumuzun sosyal medyada \u00f6n\u00fcm\u00fcze \u00e7\u0131kard\u0131\u011f\u0131 videolara, hatta ak\u015fam izleyece\u011fimiz diziyi \u00f6neren sistemlere kadar her yerde bu gizli kahramanlar bizimle. Ancak s\u0131radan bir kullan\u0131c\u0131 olarak \u00e7o\u011fumuz \u015fu sorunun cevab\u0131n\u0131 merak ediyoruz: Bu makineler arkada \u00e7al\u0131\u015fan devasa kod y\u0131\u011f\u0131nlar\u0131yla asl\u0131nda nas\u0131l d\u00fc\u015f\u00fcn\u00fcyor ve bizim hakk\u0131m\u0131zda bu kadar isabetli kararlar\u0131 nas\u0131l al\u0131yor? Bir\u00e7ok insan yapay zekan\u0131n insan gibi d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fc, mant\u0131k y\u00fcr\u00fctt\u00fc\u011f\u00fcn\u00fc ve bilinci oldu\u011funu zanneder. Oysa ger\u00e7ek, hem \u00e7ok daha sade hem de bir o kadar b\u00fcy\u00fcleyicidir. Yapay zeka asl\u0131nda d\u00fc\u015f\u00fcnmez; inan\u0131lmaz bir h\u0131zla ihtimalleri hesaplar ve kal\u0131plar\u0131 e\u015fle\u015ftirir. Bu yaz\u0131da, hi\u00e7bir teknik detaya bo\u011fulmadan, yapay zekan\u0131n karar mekanizmalar\u0131n\u0131 g\u00fcnl\u00fck hayattan \u00f6rneklerle mercek alt\u0131na alaca\u011f\u0131z ve makinelerin d\u00fcnyay\u0131 nas\u0131l alg\u0131lad\u0131\u011f\u0131na yak\u0131ndan bakaca\u011f\u0131z.<\/p>\n<figure class=\"aixdc-cover-image\" style=\"margin:24px 0;\"><img loading=\"lazy\" width=\"843\" height=\"477\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/When-do-experts-expect-Artificial-General-Intelligence.png-1024x579.png\" class=\"attachment-large size-large\" alt=\"When-do-experts-expect-Artificial-General-Intelligence.png\" style=\"max-width:100%;height:auto;display:block;margin:0 auto;\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/When-do-experts-expect-Artificial-General-Intelligence.png-1024x579.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/When-do-experts-expect-Artificial-General-Intelligence.png-300x170.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/When-do-experts-expect-Artificial-General-Intelligence.png-768x434.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/When-do-experts-expect-Artificial-General-Intelligence.png-1536x868.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/When-do-experts-expect-Artificial-General-Intelligence.png-18x10.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/09\/When-do-experts-expect-Artificial-General-Intelligence.png.png 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>When-do-experts-expect-Artificial-General-Intelligence.png \u2014 Max Roser, CC BY 4.0 (Wikimedia Commons)<\/em><\/figcaption><\/figure>\n<h2>Makinelerin G\u00f6z\u00fcnden D\u00fcnya: Veri, Desen ve Olas\u0131l\u0131klar<\/h2>\n<p>Yapay zekan\u0131n \u00e7al\u0131\u015fma mant\u0131\u011f\u0131n\u0131 anlamak i\u00e7in \u00f6ncelikle onun neyle beslendi\u011fini bilmemiz gerekir. \u0130nsanlar d\u00fcnyay\u0131 deneyimleyerek, duyular\u0131yla ve duygular\u0131yla \u00f6\u011frenir. Bir bebe\u011fe kediyi \u00f6\u011fretmek i\u00e7in ona birka\u00e7 kez kedi g\u00f6stermeniz yeterlidir; \u00e7ocuk k\u0131sa s\u00fcrede kedinin t\u00fcyl\u00fc oldu\u011funu, miyavlad\u0131\u011f\u0131n\u0131 ve yumu\u015fak oldu\u011funu kavrar. Yapay zekan\u0131n \u00f6\u011frenme s\u00fcreci ise tamamen matematiksel verilere ve \u00f6rneklere dayan\u0131r. Ona milyonlarca kedi foto\u011fraf\u0131 y\u00fcklersiniz. Yapay zeka bu foto\u011fraflara tek tek bakarak <strong>&#8220;kedi&#8221;<\/strong> kavram\u0131n\u0131n ortak \u00f6zelliklerini arar. Sivri kulaklar, b\u0131y\u0131klar, belirli bir g\u00f6z yap\u0131s\u0131 ve t\u00fcyler&#8230; Sistem, bu \u00f6zelliklerin bir arada olma olas\u0131l\u0131\u011f\u0131n\u0131 matematiksel bir s\u00fczge\u00e7ten ge\u00e7irir. Kar\u015f\u0131s\u0131na yeni bir foto\u011fraf \u00e7\u0131kt\u0131\u011f\u0131nda <em>&#8220;Bu kedi mi?&#8221;<\/em> diye sormaz; bunun yerine <em>&#8220;Bu foto\u011fraf\u0131n kedi olma ihtimali y\u00fczde 98&#8217;dir&#8221;<\/em> der. Yani yapay zekan\u0131n kararlar\u0131 bir sezgiye de\u011fil, tamamen ge\u00e7mi\u015fteki verilerin istatistiksel analizine dayan\u0131r. Bu y\u00fczden ona ne kadar do\u011fru ve \u00e7e\u015fitli veri verirseniz, kararlar\u0131 da o kadar isabetli olur. Ancak unutmay\u0131n, veri ne kadar \u00f6nyarg\u0131l\u0131ysa, makinenin \u00e7\u0131kard\u0131\u011f\u0131 sonu\u00e7lar da o kadar kusurlu olabilir. \u00c7\u00fcnk\u00fc yapay zeka kendi ba\u015f\u0131na do\u011fruyu ve yanl\u0131\u015f\u0131 ay\u0131rt etme yetene\u011fine sahip de\u011fildir; o sadece kendisine sunulan aynadaki yans\u0131may\u0131 g\u00f6sterir.<\/p>\n<h2>G\u00f6r\u00fcnmeyen Karar Mekanizmalar\u0131: Neden Bu \u015eark\u0131y\u0131 veya \u00dcr\u00fcn\u00fc \u00d6neriyorlar?<\/h2>\n<p>G\u00fcnl\u00fck hayatta en s\u0131k kar\u015f\u0131la\u015ft\u0131\u011f\u0131m\u0131z yapay zeka kararlar\u0131, al\u0131\u015fveri\u015f sitelerinde veya m\u00fczik platformlar\u0131nda kar\u015f\u0131m\u0131za \u00e7\u0131kan \u00f6nerilerdir. <em>&#8220;Bunu alanlar bunlar\u0131 da ald\u0131&#8221;<\/em> ya da <em>&#8220;Tam sizin zevkinize g\u00f6re bir liste&#8221;<\/em> c\u00fcmleleri hepimizin a\u015fina oldu\u011fu ifadelerdir. Peki bu sistemler bizim neyi sevip sevmeyece\u011fimizi bizden daha iyi nas\u0131l bilebiliyor? Burada devreye gizli karar mekanizmalar\u0131 giriyor. Siz fark\u0131nda olmadan her dijital ad\u0131m\u0131n\u0131z kaydedilir: Hangi \u015fark\u0131da ka\u00e7 saniye kald\u0131\u011f\u0131n\u0131z, hangi \u00fcr\u00fcn\u00fcn detay sayfas\u0131na t\u0131klay\u0131p hangisini h\u0131zla ge\u00e7ti\u011finiz, gece mi yoksa g\u00fcnd\u00fcz m\u00fc aktif oldu\u011funuz&#8230;<\/p>\n<ul>\n<li>Hangi \u015fark\u0131da ka\u00e7 saniye kald\u0131\u011f\u0131n\u0131z kaydedilir.<\/li>\n<li>Hangi \u00fcr\u00fcn\u00fcn detay sayfas\u0131na t\u0131klad\u0131\u011f\u0131n\u0131z analiz edilir.<\/li>\n<li>Gece mi yoksa g\u00fcnd\u00fcz m\u00fc aktif oldu\u011funuz \u00f6l\u00e7\u00fcl\u00fcr.<\/li>\n<\/ul>\n<p>Yapay zeka, sizin gibi d\u00fc\u015f\u00fcnen ve davranan milyonlarca insanla sizi ayn\u0131 k\u00fcmeye (segmentasyona) yerle\u015ftirir. Benzer al\u0131\u015fkanl\u0131klara sahip Ahmet Bey \u015fu alb\u00fcm\u00fc sevdiyse, sistem size de ayn\u0131 alb\u00fcm\u00fc \u00f6nermenin y\u00fcksek bir ba\u015far\u0131 oran\u0131 yarataca\u011f\u0131n\u0131 hesaplar. Bu s\u00fcre\u00e7te yapay zeka bir dedektif gibi \u00e7al\u0131\u015f\u0131r. Sizinle ilgili k\u00fc\u00e7\u00fck ipu\u00e7lar\u0131n\u0131 birle\u015ftirerek b\u00fcy\u00fck resmi olu\u015fturur. Karar an\u0131 geldi\u011finde duygusal bir ba\u011f kurmaz, sadece so\u011fuk matematiksel verilerle <em>&#8220;Bu kullan\u0131c\u0131n\u0131n bu i\u00e7eri\u011fi be\u011fenme olas\u0131l\u0131\u011f\u0131 y\u00fcksek&#8221;<\/em> h\u00fckm\u00fcne var\u0131r. Bu durum bazen bize o kadar mucizevi gelir ki, telefonumuzun bizi dinledi\u011fini veya zihnimizi okudu\u011funu d\u00fc\u015f\u00fcn\u00fcr\u00fcz. Oysa arkadaki tek g\u00fc\u00e7, ge\u00e7mi\u015fteki milyonlarca insan hareketinden s\u00fcz\u00fcl\u00fcp gelen devasa bir olas\u0131l\u0131k havuzudur. Yapay zeka d\u00fcnyas\u0131n\u0131 anlamak, bu korkutucu g\u00f6r\u00fcnen teknolojiyi evcille\u015ftirmenin ve onu bilin\u00e7li bir \u015fekilde kullanman\u0131n ilk ad\u0131m\u0131d\u0131r. Unutmay\u0131n ki, makineler ne kadar ak\u0131ll\u0131 olursa olsun, pusulay\u0131 tutan ve verileri sa\u011flayan hala biz insanl\u0131kt\u0131r.<\/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\/yapay-zeka-guvenliginde-yeni-alarm-openai-kontrolden-cikan-ajanlar-olayini-kabul-etti\/\" 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 Zeka G\u00fcvenli\u011finde Yeni Alarm: OpenAI Kontrolden \u00c7\u0131kan Ajanlar Olay\u0131n\u0131 Kabul Etti<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">06.09.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/yapay-zeka-dedektifleri-bilgisayarlar-bizim-hakkimizda-ne-biliyor\/\" 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\/09\/1960s-detective-show-of-a-anthropomorphic-rhinoceros-wearing-business-suit-looking-at-detective-board-with-images-of-assorted-circuits-with-red-strings-to-make-connections-between-images.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 Dedektifleri: Bilgisayarlar Bizim Hakk\u0131m\u0131zda Ne Biliyor?<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">06.09.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/google-gemini-doga-yuruyusu-olayi-ve-yapay-zeka-guvenlik-tartismalari\/\" 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;\">Google Gemini Do\u011fa Y\u00fcr\u00fcy\u00fc\u015f\u00fc Olay\u0131 ve Yapay Zeka G\u00fcvenlik Tart\u0131\u015fmalar\u0131<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">06.09.2026<\/span><\/span><\/a><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Yapay zekan\u0131n asl\u0131nda nas\u0131l karar verdi\u011fini, makinelerin verileri, desenleri ve olas\u0131l\u0131klar\u0131 g\u00fcnl\u00fck hayattan \u00f6rneklerle nas\u0131l i\u015fledi\u011fini ke\u015ffedin.<\/p>","protected":false},"author":0,"featured_media":7166,"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-7167","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\/7167","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=7167"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7167\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/7166"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=7167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=7167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=7167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}