{"id":7422,"date":"2026-10-04T17:15:14","date_gmt":"2026-10-04T17:15:14","guid":{"rendered":"https:\/\/aix.web.tr\/yapay-zeka-aslinda-nasil-ogrenir-makinelerin-gizli-okul-gunleri\/"},"modified":"2026-10-04T17:15:14","modified_gmt":"2026-10-04T17:15:14","slug":"yapay-zeka-aslinda-nasil-ogrenir-makinelerin-gizli-okul-gunleri","status":"publish","type":"post","link":"https:\/\/aix.web.tr\/en\/yapay-zeka-aslinda-nasil-ogrenir-makinelerin-gizli-okul-gunleri\/","title":{"rendered":"Yapay Zeka Asl\u0131nda Nas\u0131l \u00d6\u011frenir Makinelerin Gizli Okul G\u00fcnleri"},"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 .elementor-widget-wrap{align-items:center;}.elementor-7010 .elementor-element.elementor-element-0f33f4b.elementor-column.elementor-element[data-element_type=\"column\"] > .elementor-widget-wrap.elementor-element-populated{align-content:center;align-items:center;}.elementor-7010 .elementor-element.elementor-element-0f33f4b > .elementor-element-populated{padding:0px 0px 0px 0px;}.elementor-widget-icon-list .elementor-icon-list-item:not(:last-child):after{border-color:var( --e-global-color-text );}.elementor-widget-icon-list .elementor-icon-list-icon i{color:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-icon svg{fill:var( --e-global-color-primary );}.elementor-widget-icon-list .elementor-icon-list-item > .elementor-icon-list-text, .elementor-widget-icon-list .elementor-icon-list-item > a{font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-widget-icon-list .elementor-icon-list-text{color:var( --e-global-color-secondary );}.elementor-7010 .elementor-element.elementor-element-e3797c5 > .elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 0px 0px;}.elementor-7010 .elementor-element.elementor-element-e3797c5 .elementor-icon-list-icon i{transition:color 0.3s;}.elementor-7010 .elementor-element.elementor-element-e3797c5 .elementor-icon-list-icon svg{transition:fill 0.3s;}.elementor-7010 .elementor-element.elementor-element-e3797c5{--e-icon-list-icon-size:14px;--icon-vertical-offset:0px;}.elementor-7010 .elementor-element.elementor-element-e3797c5 .elementor-icon-list-item > .elementor-icon-list-text, .elementor-7010 .elementor-element.elementor-element-e3797c5 .elementor-icon-list-item > a{font-family:\"Montserrat\", Sans-serif;font-size:15px;font-weight:700;}.elementor-7010 .elementor-element.elementor-element-e3797c5 .elementor-icon-list-text{color:#3A3A3A;transition:color 0.3s;}.elementor-7010 .elementor-element.elementor-element-e3797c5 .elementor-icon-list-item:hover .elementor-icon-list-text{color:#1BB637;}.elementor-bc-flex-widget .elementor-7010 .elementor-element.elementor-element-ea69513.elementor-column .elementor-widget-wrap{align-items:center;}.elementor-7010 .elementor-element.elementor-element-ea69513.elementor-column.elementor-element[data-element_type=\"column\"] > .elementor-widget-wrap.elementor-element-populated{align-content:center;align-items:center;}.elementor-7010 .elementor-element.elementor-element-ea69513 > .elementor-element-populated{padding:0px 0px 0px 0px;}.elementor-widget-image .widget-image-caption{color:var( --e-global-color-text );font-family:var( --e-global-typography-text-font-family ), Sans-serif;font-weight:var( --e-global-typography-text-font-weight );}.elementor-7010 .elementor-element.elementor-element-bff95a7{text-align:center;}.elementor-7010 .elementor-element.elementor-element-bff95a7 img{width:65%;filter:brightness( 100% ) contrast( 100% ) saturate( 100% ) blur( 0px ) hue-rotate( 0deg );}.elementor-7010 .elementor-element.elementor-element-bff95a7:hover img{filter:brightness( 103% ) contrast( 100% ) saturate( 200% ) blur( 0px ) hue-rotate( 36deg );}.elementor-bc-flex-widget .elementor-7010 .elementor-element.elementor-element-c9c0555.elementor-column .elementor-widget-wrap{align-items:center;}.elementor-7010 .elementor-element.elementor-element-c9c0555.elementor-column.elementor-element[data-element_type=\"column\"] > .elementor-widget-wrap.elementor-element-populated{align-content:center;align-items:center;}.elementor-7010 .elementor-element.elementor-element-c9c0555 > .elementor-element-populated{padding:0px 0px 0px 0px;}.elementor-7010 .elementor-element.elementor-element-1c86e38 > .elementor-widget-container{margin:0px 0px 0px 0px;}.elementor-7010 .elementor-element.elementor-element-1c86e38 .elementor-icon-list-icon i{transition:color 0.3s;}.elementor-7010 .elementor-element.elementor-element-1c86e38 .elementor-icon-list-icon svg{transition:fill 0.3s;}.elementor-7010 .elementor-element.elementor-element-1c86e38{--e-icon-list-icon-size:14px;--icon-vertical-offset:0px;}.elementor-7010 .elementor-element.elementor-element-1c86e38 .elementor-icon-list-item > .elementor-icon-list-text, .elementor-7010 .elementor-element.elementor-element-1c86e38 .elementor-icon-list-item > a{font-family:\"Montserrat\", Sans-serif;font-size:15px;font-weight:700;}.elementor-7010 .elementor-element.elementor-element-1c86e38 .elementor-icon-list-text{color:#3A3A3A;transition:color 0.3s;}.elementor-7010 .elementor-element.elementor-element-1c86e38 .elementor-icon-list-item:hover .elementor-icon-list-text{color:#F00404;}.elementor-7010 .elementor-element.elementor-element-d2be7d5:not(.elementor-motion-effects-element-type-background), .elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-motion-effects-container > .elementor-motion-effects-layer{background-color:transparent;background-image:linear-gradient(135deg, #1a0b2e 0%, #0d1b2e 100%);}.elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-container{max-width:1140px;}.elementor-7010 .elementor-element.elementor-element-d2be7d5{transition:background 0.3s, border 0.3s, border-radius 0.3s, box-shadow 0.3s;margin-top:-15px;margin-bottom:0px;padding:0px 0px 50px 0px;}.elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-background-overlay{transition:background 0.3s, border-radius 0.3s, opacity 0.3s;}.elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-shape-bottom .elementor-shape-fill{fill:#0a0a12;}.elementor-7010 .elementor-element.elementor-element-d2be7d5 > .elementor-shape-bottom svg{height:32px;}.elementor-widget-heading .elementor-heading-title{font-family:var( --e-global-typography-primary-font-family ), Sans-serif;font-weight:var( --e-global-typography-primary-font-weight );color:var( --e-global-color-primary );}.elementor-7010 .elementor-element.elementor-element-913dd15 > .elementor-widget-container{margin:50px 0px 0px 0px;}.elementor-7010 .elementor-element.elementor-element-913dd15{text-align:center;}.elementor-7010 .elementor-element.elementor-element-913dd15 .elementor-heading-title{font-family:\"Roboto\", Sans-serif;font-size:31px;font-weight:600;color:#FFFFFF;}@media(max-width:1024px){.elementor-7010 .elementor-element.elementor-element-6a0c6bf > .elementor-container{min-height:110px;}.elementor-7010 .elementor-element.elementor-element-6a0c6bf{padding:0px 20px 0px 20px;}}@media(max-width:767px){.elementor-7010 .elementor-element.elementor-element-6a0c6bf{padding:0px 10px 0px 10px;}.elementor-7010 .elementor-element.elementor-element-0f33f4b{width:50%;}.elementor-7010 .elementor-element.elementor-element-ea69513{width:50%;}.elementor-7010 .elementor-element.elementor-element-c9c0555{width:50%;}.elementor-7010 .elementor-element.elementor-element-d2be7d5{margin-top:-105px;margin-bottom:0px;}}@media(min-width:768px){.elementor-7010 .elementor-element.elementor-element-0f33f4b{width:40.005%;}.elementor-7010 .elementor-element.elementor-element-ea69513{width:19.623%;}.elementor-7010 .elementor-element.elementor-element-c9c0555{width:40.005%;}}@media(max-width:1024px) and (min-width:768px){.elementor-7010 .elementor-element.elementor-element-0f33f4b{width:70%;}.elementor-7010 .elementor-element.elementor-element-ea69513{width:30%;}.elementor-7010 .elementor-element.elementor-element-c9c0555{width:70%;}}<\/style>\n<div data-elementor-type=\"wp-post\" data-elementor-id=\"7010\" class=\"elementor elementor-7010\">\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a0c6bf elementor-section-height-min-height elementor-section-stretched elementor-hidden-tablet elementor-hidden-phone elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"6a0c6bf\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n<div class=\"elementor-container elementor-column-gap-default\">\n<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-0f33f4b\" data-id=\"0f33f4b\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-e3797c5 elementor-icon-list--layout-inline elementor-align-center elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"e3797c5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n<div class=\"elementor-widget-container\">\n<ul class=\"elementor-icon-list-items elementor-inline-items\">\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\"> <span class=\"elementor-icon-list-text\">ANA SAYFA<\/span> <\/a> <\/li>\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\/hakkimizda\/\"> <span class=\"elementor-icon-list-text\">HAKKIMIZDA<\/span> <\/a> <\/li>\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\/arastirmalar\/\"> <span class=\"elementor-icon-list-text\">ARA\u015eTIRMALAR<\/span> <\/a> <\/li>\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\/blog\/\"> <span class=\"elementor-icon-list-text\">BLOG 4.0<\/span> <\/a> <\/li>\n<\/ul><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ea69513\" data-id=\"ea69513\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-bff95a7 elementor-widget elementor-widget-image\" data-id=\"bff95a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n<div class=\"elementor-widget-container\"> <a href=\"https:\/\/aix.web.tr\/\"> <img fetchpriority=\"high\" decoding=\"async\" width=\"1667\" height=\"790\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png\" class=\"attachment-full size-full wp-image-3104\" alt=\"Aix Logo\" srcset=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo.png 1667w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-300x142.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1024x485.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-768x364.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-1536x728.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2020\/07\/aix-logo-18x9.png 18w\" sizes=\"(max-width: 1667px) 100vw, 1667px\" title=\"\"> <\/a> <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c9c0555\" data-id=\"c9c0555\" data-element_type=\"column\" data-e-type=\"column\">\n<div class=\"elementor-widget-wrap elementor-element-populated\">\n<div class=\"elementor-element elementor-element-1c86e38 elementor-icon-list--layout-inline elementor-align-center elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"1c86e38\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n<div class=\"elementor-widget-container\">\n<ul class=\"elementor-icon-list-items elementor-inline-items\">\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\/ders\/\"> <span class=\"elementor-icon-list-text\">DERS<\/span> <\/a> <\/li>\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\/konusmalar\/\"> <span class=\"elementor-icon-list-text\">KONU\u015eMALAR<\/span> <\/a> <\/li>\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\/iletisim\/\"> <span class=\"elementor-icon-list-text\">\u0130LET\u0130\u015e\u0130M<\/span> <\/a> <\/li>\n<li class=\"elementor-icon-list-item elementor-inline-item\"> <a href=\"https:\/\/aix.web.tr\/basvuru\/\"> <span class=\"elementor-icon-list-text\">EK\u0130BE KATIL<\/span> <\/a> <\/li>\n<\/ul><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/section>\n<section class=\"elementor-section elementor-top-section elementor-element elementor-element-d2be7d5 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"d2be7d5\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;gradient&quot;,&quot;shape_divider_bottom&quot;:&quot;mountains&quot;}\">\n<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\"> <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\"> <path class=\"elementor-shape-fill\" opacity=\"0.33\" 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 \u00d6\u011frenir Makinelerin Gizli Okul G\u00fcnleri<\/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; kahvelerimizi sipari\u015f etti\u011fimiz, m\u00fczik zevkimizi tahmin eden ve hatta i\u015flerimizi kolayla\u015ft\u0131ran dijital bir ger\u00e7eklik. Ancak kafalar\u0131 kurcalayan en temel sorulardan biri h\u00e2l\u00e2 gizemini koruyor: Bu ak\u0131ll\u0131 makineler, insan m\u00fcdahalesi olmadan nas\u0131l bu kadar h\u0131zl\u0131 \u00f6\u011frenebiliyor ve tam olarak neyi, nas\u0131l biliyorlar?<\/p>\n<figure class=\"aixdc-cover-image\" style=\"margin:24px 0;\"><img loading=\"lazy\" width=\"843\" height=\"357\" src=\"https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Workflow-of-a-machine-learning-based-AI-system.png-1024x434.png\" class=\"attachment-large size-large\" alt=\"Workflow of a machine-learning-based AI system.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\/10\/Workflow-of-a-machine-learning-based-AI-system.png-1024x434.png 1024w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Workflow-of-a-machine-learning-based-AI-system.png-300x127.png 300w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Workflow-of-a-machine-learning-based-AI-system.png-768x326.png 768w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Workflow-of-a-machine-learning-based-AI-system.png-1536x652.png 1536w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Workflow-of-a-machine-learning-based-AI-system.png-18x8.png 18w, https:\/\/aix.web.tr\/wp-content\/uploads\/2026\/10\/Workflow-of-a-machine-learning-based-AI-system.png.png 1584w\" sizes=\"auto, (max-width: 843px) 100vw, 843px\" title=\"\"><figcaption style=\"text-align:center;font-size:0.85em;opacity:0.75;margin-top:8px;\"><em>Workflow of a machine-learning-based AI system.png \u2014 Generated and edited with Genspark (Nano Banana 2); prompt drafted with assistance from ChatGPT 5.2, Public domain (Wikimedia Commons)<\/em><\/figcaption><\/figure>\n<p>Bu sorunun cevab\u0131n\u0131 bulmak i\u00e7in yapay zekan\u0131n okul y\u0131llar\u0131na, yani veri i\u015fleme ve \u00f6\u011frenme ser\u00fcvenine yak\u0131ndan bakmam\u0131z gerekiyor. Endi\u015felenmeyin, bu yolculukta karma\u015f\u0131k matematik denklemleriyle kar\u015f\u0131la\u015fmayacaks\u0131n\u0131z; \u00e7\u00fcnk\u00fc yapay zekan\u0131n \u00f6\u011frenme mant\u0131\u011f\u0131, asl\u0131nda temelde bir \u00e7ocu\u011fun d\u00fcnyay\u0131 ke\u015ffetme s\u00fcrecine olduk\u00e7a benziyor. Makineler de t\u0131pk\u0131 bizler gibi g\u00f6rerek, deneyerek, hata yaparak ve nihayetinde bilgiyi harmanlayarak geli\u015fiyorlar.<\/p>\n<h2>\u00c7ocuklar Gibi \u00d6\u011frenen Makineler Deneme Yan\u0131lma ve \u00d6d\u00fcl<\/h2>\n<p>Yapay zekan\u0131n nas\u0131l \u00f6\u011frendi\u011fini anlamak i\u00e7in en pop\u00fcler y\u00f6ntemlerden biri olan peki\u015ftirmeli \u00f6\u011frenme kavram\u0131na yak\u0131ndan g\u00f6z atabiliriz. Bir bebe\u011fin y\u00fcr\u00fcmeyi \u00f6\u011frenmesini hayal edin. Bebek ilk ad\u0131mlar\u0131n\u0131 atar, d\u00fc\u015fer, tekrar dener ve sonunda dengede kalmay\u0131 ba\u015far\u0131p anne ve babas\u0131n\u0131n alk\u0131\u015flar\u0131yla \u00f6d\u00fcllendirilir. Zamanla beyni, hangi hareketin d\u00fc\u015fmeyle, hangi hareketin ba\u015far\u0131yla sonu\u00e7land\u0131\u011f\u0131n\u0131 kaydeder ve motor becerilerini buna g\u00f6re geli\u015ftirir.<\/p>\n<p>Yapay zeka da t\u0131pk\u0131 b\u00f6yledir. Geli\u015ftiriciler, bir yapay zeka modeline \u00f6rne\u011fin bir video oyununu oynamay\u0131 \u00f6\u011frenen bir programa kurallar\u0131 \u00f6\u011fretirler ancak hamleleri tam olarak nas\u0131l yapaca\u011f\u0131n\u0131 dikte etmezler. Makale milyonlarca kez oyunu oynar, hata yapar, duvara \u00e7arpar ya da puan kaybeder. Her ba\u015far\u0131s\u0131zl\u0131kta yanl\u0131\u015f yoldas\u0131n sinyali al\u0131r, her do\u011fru hamlede ise aferin puan\u0131 al\u0131r. Zamanla algoritmalar, en y\u00fcksek puan\u0131 hangi stratejiyle alaca\u011f\u0131n\u0131 \u00e7\u00f6zer. Yani yapay zekan\u0131n arkas\u0131ndaki as\u0131l g\u00fc\u00e7, sihirli bir zeka de\u011fil, milyarlarca kez tekrarlanan devasa bir deneme-yan\u0131lma d\u00f6ng\u00fcs\u00fcd\u00fcr. Bu d\u00f6ng\u00fc sayesinde makine, insan zihninin y\u0131llar s\u00fcrecek tecr\u00fcbelerini saniyeler i\u00e7inde sim\u00fcle edebilir.<\/p>\n<h2>G\u00f6r\u00fcnmeyen Kahramanlar Veri Okuryazarl\u0131\u011f\u0131 ve \u00d6nyarg\u0131 Tuzaklar\u0131<\/h2>\n<p>Makinelerin bu kadar ak\u0131ll\u0131 g\u00f6r\u00fcnmesinin arkas\u0131nda devasa bir k\u00fct\u00fcphane yatar: Veri. Ancak burada son derece kritik bir detay var; yapay zeka kendi kendine s\u0131f\u0131rdan fikir \u00fcretemez. O, \u00f6n\u00fcne konulan verileri inceleyen ve aralar\u0131ndaki desenleri bulan \u00e7ok h\u0131zl\u0131 ve yorulmak bilmez bir istatistik\u00e7idir.<\/p>\n<p>\u015e\u00f6yle ki, bir yapay zekaya binlerce kedi foto\u011fraf\u0131 g\u00f6sterirseniz, kulaklar\u0131n sivrili\u011fini, b\u0131y\u0131klar\u0131n yap\u0131s\u0131n\u0131 ve t\u00fcylerin rengini analiz ederek kedi kavram\u0131n\u0131 \u00f6\u011frenir. Fakat buradaki en b\u00fcy\u00fck tehlike, beslendi\u011fi verinin kalitesidir. E\u011fer yapay zekaya sadece tek bir t\u00fcr kedi foto\u011fraf\u0131 verirseniz, sokaktaki farkl\u0131 bir kediyi g\u00f6rd\u00fc\u011f\u00fcnde hata yapacakt\u0131r. Buna makine \u00f6\u011frenmesinde a\u015f\u0131r\u0131 uyobulama yani overfitting denir. Benzer \u015fekilde, insan toplumuna ait verilerle e\u011fitilen yapay zekalar, insanl\u0131\u011f\u0131n t\u00fcm \u00f6nyarg\u0131lar\u0131n\u0131, hatalar\u0131n\u0131 ve kusurlar\u0131n\u0131 da beraberinde kopyalayabilirler. Bu y\u00fczden makinelerin ne okudu\u011fu, en az nas\u0131l okudu\u011fu kadar \u00f6nemlidir ve veri temizleme s\u00fcreci yapay zeka m\u00fchendisli\u011finin en \u00f6nemli ad\u0131m\u0131d\u0131r.<\/p>\n<h3>Gelecekte Yapay Zeka E\u011fitimi ve \u0130nsan Sorumlulu\u011fu<\/h3>\n<p>Sonu\u00e7 olarak, yapay zeka her \u015feyi bilen gizemli bir beyin de\u011fil; insanl\u0131\u011f\u0131n yaratt\u0131\u011f\u0131 devasa bilgi havuzunu inan\u0131lmaz bir h\u0131zla tarayan, hata yaparak geli\u015fen ve kurallar\u0131 bizim koydu\u011fumuz bir \u00f6\u011frencidir. Onu korkutucu bir canavar ya da her \u015feyi \u00e7\u00f6zen bir kahin olarak g\u00f6rmek yerine, g\u00fc\u00e7l\u00fc bir dijital ara\u00e7 olarak de\u011ferlendirmek, gelece\u011fi anlamam\u0131z ad\u0131na en do\u011fru ad\u0131m olacakt\u0131r. Makineler \u00f6\u011frenmeye devam ediyor; peki biz bu h\u0131zl\u0131 \u00f6\u011frenme s\u00fcrecine ayak uydurmaya haz\u0131r m\u0131y\u0131z? E\u011fitim sistemimizden i\u015f d\u00fcnyam\u0131za kadar her alanda bu ger\u00e7ekli\u011fi kabul etmek zorunday\u0131z.<\/p>\n<ul>\n<li><strong>Deneme Yan\u0131lma:<\/strong> Peki\u015ftirmeli \u00f6\u011frenme ile makinelerin hata yaparak do\u011fruyu bulmas\u0131 ve strateji geli\u015ftirmesi.<\/li>\n<li><strong>Veri Kalitesi:<\/strong> Do\u011fru, tarafs\u0131z ve temiz verilerle beslenmenin yapay zeka ba\u015far\u0131s\u0131ndaki kritik rol\u00fc.<\/li>\n<li><strong>\u0130nsan Etkisi:<\/strong> Kurallar\u0131n, algoritmalar\u0131n ve verilerin arkas\u0131ndaki insan fakt\u00f6r\u00fcn\u00fcn ve etik sorumlulu\u011fun \u00f6nemi.<\/li>\n<\/ul>\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-veri-merkezleri-ve-gizlilik-sozlesmelerinden-vazgeciyor\/\" 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;\">Amazon Veri Merkezleri ve Gizlilik S\u00f6zle\u015fmelerinden Vazge\u00e7iyor<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">04.10.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/akilli-makinelerin-gorunmeyen-dunyasi-yapay-zeka-hayatimizi-nasil-degistiriyor\/\" 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;\">Ak\u0131ll\u0131 Makinelerin G\u00f6r\u00fcnmeyen D\u00fcnyas\u0131: Yapay Zeka Hayat\u0131m\u0131z\u0131 Nas\u0131l De\u011fi\u015ftiriyor?<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">04.10.2026<\/span><\/span><\/a><a href=\"https:\/\/aix.web.tr\/yapay-zeka-dunyasinda-guvenlik-alarmi-openaidan-ayrilan-isimden-carpici-uyarilar\/\" 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\/President-Joe-Biden-signs-an-Executive-Order-establishing-standards-for-Artificial-Intelligence-AI-safety-and-security-Monday-October-30-2023-in-the-East-Room-of-the-White-House.jpg-300x200.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 D\u00fcnyas\u0131nda G\u00fcvenlik Alarm\u0131: OpenAI\u2019dan Ayr\u0131lan \u0130simden \u00c7arp\u0131c\u0131 Uyar\u0131lar<\/span><span style=\"font-family:Roboto,sans-serif;font-size:12px;color:#8a8899;\">04.10.2026<\/span><\/span><\/a><\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Yapay zekan\u0131n nas\u0131l \u00f6\u011frendi\u011fini, \u00e7ocuklar\u0131n \u00f6\u011frenme s\u00fcre\u00e7leriyle olan benzerliklerini, deneme-yan\u0131lma y\u00f6ntemini ve veri kalitesinin \u00f6nemini ke\u015ffedin.<\/p>","protected":false},"author":0,"featured_media":7421,"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-7422","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\/7422","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=7422"}],"version-history":[{"count":0,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/posts\/7422\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media\/7421"}],"wp:attachment":[{"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/media?parent=7422"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/categories?post=7422"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aix.web.tr\/en\/wp-json\/wp\/v2\/tags?post=7422"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}