{"id":9741,"date":"2025-08-25T17:39:48","date_gmt":"2025-08-25T14:39:48","guid":{"rendered":"https:\/\/www.mertyildizdijital.com.tr\/?p=9741"},"modified":"2026-03-10T19:14:08","modified_gmt":"2026-03-10T16:14:08","slug":"yapay-zeka-ve-makine-ogrenmesi-nedir","status":"publish","type":"post","link":"https:\/\/www.mertyildizdijital.com.tr\/en\/yapay-zeka-ve-makine-ogrenmesi-nedir\/","title":{"rendered":"Yapay Zeka (AI) ve Makine \u00d6\u011frenmesi (ML) Nedir?"},"content":{"rendered":"<!-- SEOSup ToC Block -->\n<nav class=\"seosup-toc-wrapper\" aria-label=\"\u0130\u00e7indekiler\"><p class=\"seosup-toc-title\">\u0130\u00e7indekiler<\/p><ul class=\"seosup-toc-list\"><li><a href=\"#yapay-zeka-ai-ve-makine-ogrenmesi-ml-nedir-derinlemesine-bir-bakis\">Yapay Zeka (AI) ve Makine \u00d6\u011frenmesi (ML) Nedir? Derinlemesine Bir Bak\u0131\u015f<\/a><ul class=\"seosup-toc-sub\"><\/ul><\/li><li><a href=\"#yapay-zeka-ai-makineleri-dusunme-becerisiyle-donatmak\">Yapay Zeka (AI): Makineleri D\u00fc\u015f\u00fcnme Becerisiyle Donatmak<\/a><ul class=\"seosup-toc-sub\"><\/ul><\/li><li><a href=\"#makine-ogrenmesi-ml-veriyle-gelisen-algoritmalar\">Makine \u00d6\u011frenmesi (ML): Veriyle Geli\u015fen Algoritmalar<\/a><ul class=\"seosup-toc-sub\"><\/ul><\/li><li><a href=\"#yapay-zeka-ve-makine-ogrenmesi-arasindaki-fark-nedir\">Yapay Zeka ve Makine \u00d6\u011frenmesi Aras\u0131ndaki Fark Nedir?<\/a><ul class=\"seosup-toc-sub\"><li><a href=\"#gunluk-hayattan-ornekler\">G\u00fcnl\u00fck Hayattan \u00d6rnekler<\/a><\/li><li><a href=\"#gelecege-yonelik-bir-bakis\">Gelece\u011fe Y\u00f6nelik Bir Bak\u0131\u015f<\/a><\/li><\/ul><\/li><\/ul><\/nav>\n<!-- \/SEOSup ToC Block -->\n\n<h2 id=\"yapay-zeka-ai-ve-makine-ogrenmesi-ml-nedir-derinlemesine-bir-bakis\" class=\"wp-block-heading\">Yapay Zeka (AI) ve Makine \u00d6\u011frenmesi (ML) Nedir? Derinlemesine Bir Bak\u0131\u015f<\/h2>\n\n\n\n<p>Teknoloji d\u00fcnyas\u0131n\u0131n en pop\u00fcler terimlerinden ikisi olan <strong>yapay zeka (AI)<\/strong> ve <strong>makine \u00f6\u011frenmesi (ML)<\/strong>, s\u0131k s\u0131k birbirinin yerine kullan\u0131lsa da asl\u0131nda farkl\u0131 kavramlard\u0131r. Bu ikili, modern teknolojinin temel ta\u015flar\u0131n\u0131 olu\u015fturur ve hayat\u0131m\u0131z\u0131n bir\u00e7ok alan\u0131n\u0131 d\u00f6n\u00fc\u015ft\u00fcrmeye devam ediyor. Peki, bu kavramlar tam olarak ne anlama geliyor ve aralar\u0131ndaki farklar neler? Bu yaz\u0131da, yapay zekan\u0131n geni\u015f d\u00fcnyas\u0131ndan makine \u00f6\u011frenmesinin inceliklerine kadar her \u015feyi detayl\u0131ca inceleyece\u011fiz.<\/p>\n\n\n<style>\/* Bu dosya sizin sa\u011flad\u0131\u011f\u0131n\u0131z HTML'deki <style> etiketinin i\u00e7eri\u011finin tamam\u0131n\u0131 i\u00e7erir. *\/\n\n* {\n    margin: 0;\n    padding: 0;\n    box-sizing: border-box;\n}\n\n.contact-widget {\n    \/* YEN\u0130 GEN\u0130\u015eL\u0130K: Masa\u00fcst\u00fc i\u00e7in daha geni\u015f *\/\n    width: 100%; \n    max-width: 1200px; \n    min-height: 360px; \/* Sabit y\u00fckseklik yerine minimum y\u00fckseklik *\/\n    height: auto;\n    \n    border-radius: 20px;\n    display: flex;\n    align-items: center;\n    padding: 40px;\n    gap: 30px;\n    box-shadow: 0 20px 60px rgba(0, 0, 0, 0.3);\n    position: relative;\n    overflow: hidden;\n    margin: 20px auto; \n}\n\n.contact-widget::before {\n    content: '';\n    position: absolute;\n    width: 200px;\n    height: 200px;\n    background: rgba(255, 255, 255, 0.1);\n    border-radius: 50%;\n    top: -50px;\n    right: -50px;\n}\n\n.widget-content {\n    flex: 1;\n    display: flex;\n    flex-direction: column;\n    gap: 20px; \/* Genel bo\u015fluklar ayarland\u0131 *\/\n    z-index: 1;\n}\n\n\/* YEN\u0130 ST\u0130L: Logo alan\u0131 *\/\n.widget-logo {\n    margin-bottom: 5px;\n    \/* Masa\u00fcst\u00fcnde solda kals\u0131n *\/\n    text-align: left;\n}\n\n.widget-logo img {\n    max-height: 40px; \/* Logo boyutu *\/\n    width: auto;\n    filter: drop-shadow(0 2px 4px rgba(0, 0, 0, 0.2));\n}\n\n.widget-title {\n    color: white;\n    font-size: 36px; \/* Ba\u015fl\u0131k biraz b\u00fcy\u00fct\u00fcld\u00fc *\/\n    font-weight: 700;\n    font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, 'Helvetica Neue', Arial, sans-serif;\n    line-height: 1.2;\n    \/* Masa\u00fcst\u00fcnde solda kals\u0131n *\/\n    text-align: left; \n}\n\n\/* YEN\u0130 ST\u0130L: Slogan\/A\u00e7\u0131klama alan\u0131 *\/\n.widget-slogan {\n    color: rgba(255, 255, 255, 0.85);\n    font-size: 18px;\n    font-weight: 400;\n    line-height: 1.5;\n    margin-bottom: 5px;\n    font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;\n    \/* Masa\u00fcst\u00fcnde solda kals\u0131n *\/\n    text-align: left; \n}\n\n.contact-info {\n    display: flex;\n    flex-direction: column;\n    gap: 15px;\n}\n\n.phone-number {\n    display: none;\n}\n\n.button-group {\n    display: flex;\n    gap: 15px;\n    margin-top: 15px;\n}\n\n.contact-button {\n    flex: 1;\n    padding: 15px 25px;\n    border: none;\n    border-radius: 12px;\n    font-size: 16px;\n    font-weight: 600;\n    cursor: pointer;\n    transition: all 0.3s ease;\n    display: flex;\n    align-items: center;\n    justify-content: center;\n    gap: 8px;\n    text-decoration: none; \n    font-family: -apple-system, BlinkMacSystemFont, 'Segoe UI', Roboto, sans-serif;\n    color: white; \n}\n\n\/* Dinamik Renk S\u0131n\u0131flar\u0131 (widgetx-frontend.php'de ID ile \u00f6zelle\u015ftirilecek) *\/\n.whatsapp-btn {\n    color: white;\n}\n\n.whatsapp-btn:hover {\n    transform: translateY(-2px);\n}\n\n.call-btn {\n    box-shadow: 0 4px 15px rgba(255, 255, 255, 0.3);\n}\n\n.call-btn:hover {\n    background: #f8f9fa;\n    transform: translateY(-2px);\n    box-shadow: 0 6px 20px rgba(255, 255, 255, 0.4);\n}\n\n.widget-image {\n    width: 320px; \n    height: 320px; \n    border-radius: 20px;\n    background: rgba(255, 255, 255, 0.15);\n    backdrop-filter: blur(10px);\n    border: 2px solid rgba(255, 255, 255, 0.3);\n    display: flex;\n    align-items: center;\n    justify-content: center;\n    overflow: hidden;\n    z-index: 1;\n}\n\n.widget-image img {\n    width: 100%;\n    height: 100%;\n    object-fit: cover; \n}\n\n.placeholder-icon {\n    font-size: 64px;\n    color: rgba(255, 255, 255, 0.6);\n}\n\n\/* --- Responsive G\u00fcncellemeler --- *\/\n\n@media (max-width: 992px) {\n    .contact-widget {\n        max-width: 760px;\n        padding: 30px;\n        gap: 20px;\n    }\n    .widget-image {\n        width: 250px;\n        height: 250px;\n    }\n    .widget-title {\n        font-size: 30px;\n    }\n    .widget-slogan {\n        font-size: 16px;\n    }\n}\n\n\/* MOB\u0130L G\u00d6R\u00dcN\u00dcM \u0130\u00c7\u0130N YEN\u0130 ORTALAMA KURALLARI *\/\n@media (max-width: 768px) {\n    .contact-widget {\n        width: 100%;\n        max-width: 100%;\n        height: auto;\n        min-height: 320px;\n        flex-direction: column-reverse; \n        padding: 30px 20px;\n        gap: 25px;\n    }\n\n    .widget-content {\n        width: 100%;\n        \/* MOB\u0130LDE T\u00dcM \u0130\u00c7ER\u0130\u011e\u0130 ORTALAMAK \u0130\u00c7\u0130N *\/\n        align-items: center;\n    }\n    \n    .widget-logo {\n        \/* Logo konteyn\u0131r\u0131n\u0131n i\u00e7eri\u011fini ortala *\/\n        text-align: center; \n    }\n\n    .widget-title {\n        font-size: 24px;\n        \/* Ba\u015fl\u0131\u011f\u0131 ortala *\/\n        text-align: center;\n    }\n\n    .widget-slogan {\n        \/* Slogan\u0131 ortala *\/\n        text-align: center;\n        \/* Mobil g\u00f6r\u00fcn\u00fcmde okuma kolayl\u0131\u011f\u0131 i\u00e7in padding ekle *\/\n        padding: 0 10px; \n    }\n    \n    .button-group {\n        \/* Buton grubunu ortalamak i\u00e7in gerekiyorsa, kendi geni\u015fli\u011fini kontrol etmeli *\/\n        width: 100%;\n        max-width: 320px; \/* Butonlar\u0131n \u00e7ok fazla yay\u0131lmas\u0131n\u0131 engelle *\/\n    }\n\n    .widget-image {\n        width: 100%;\n        height: 280px;\n        max-width: 320px; \n        margin: 0 auto; \n        border-radius: 15px;\n    }\n    \n    .button-group {\n        flex-direction: column;\n    }\n}\n\/* Email Button *\/\n.email-btn {\n    display: flex;\n    align-items: center;\n    justify-content: center;\n    padding: 14px 24px;\n    border-radius: 50px;\n    font-weight: 600;\n    font-size: 15px;\n    text-decoration: none;\n    transition: all 0.3s ease;\n    border: none;\n    cursor: pointer;\n    color: white;\n}\n.email-btn:hover {\n    transform: translateY(-2px);\n    opacity: 0.9;\n    color: white;\n    text-decoration: none;\n}\n\n        .contact-widget-1 { background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); }\n        .whatsapp-btn-1 { background: #25D366; box-shadow: 0 4px 15px rgba(37, 211, 102, 0.3); color: white; }\n        .call-btn-1 { background: #FFFFFF; color: #667eea; }\n        .email-btn-1 { background: #4A90D9; box-shadow: 0 4px 15px rgba(74, 144, 217, 0.3); color: white; }\n        <\/style>        <div class=\"contact-widget contact-widget-1\">\n            <div style=\"position:absolute;width:200px;height:200px;background:rgba(255,255,255,0.1);border-radius:50%;top:-50px;right:-50px;pointer-events:none;\"><\/div>\n            \n            <div class=\"widget-content\">\n                <div class=\"widget-logo\" style=\"margin-bottom:10px;\"><img decoding=\"async\" src=\"https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2024\/12\/logo-2-2.png\" alt=\"Logo\" style=\"height:40px;width:auto;\"><\/div>                <h2 class=\"widget-title\">Get More Information<\/h2>\n                <p class=\"widget-slogan\">SEO, reklam ve web tasar\u0131m hizmetlerim hakk\u0131nda detayl\u0131 bilgi almak i\u00e7in benimle a\u015fa\u011f\u0131daki kanallar \u00fczerinden ileti\u015fime ge\u00e7ebilirsiniz.<\/p>\n                \n                <div class=\"button-group\">\n                                        <a href=\"https:\/\/wa.me\/905466879982\" target=\"_blank\" class=\"contact-button whatsapp-btn whatsapp-btn-1\" rel=\"noopener\">\n                        <svg width=\"20\" height=\"20\" viewbox=\"0 0 24 24\" fill=\"currentColor\" style=\"margin-right:5px;\"><path d=\"M17.472 14.382c-.297-.149-1.758-.867-2.03-.967-.273-.099-.471-.148-.67.15-.197.297-.767.966-.94 1.164-.173.199-.347.223-.644.075-.297-.15-1.255-.463-2.39-1.475-.883-.788-1.48-1.761-1.653-2.059-.173-.297-.018-.458.13-.606.134-.133.298-.347.446-.52.149-.174.198-.298.298-.497.099-.198.05-.371-.025-.52-.075-.149-.669-1.612-.916-2.207-.242-.579-.487-.5-.669-.51-.173-.008-.371-.01-.57-.01-.198 0-.52.074-.792.372-.272.297-1.04 1.016-1.04 2.479 0 1.462 1.065 2.875 1.213 3.074.149.198 2.096 3.2 5.077 4.487.709.306 1.262.489 1.694.625.712.227 1.36.195 1.871.118.571-.085 1.758-.719 2.006-1.413.248-.694.248-1.289.173-1.413-.074-.124-.272-.198-.57-.347m-5.421 7.403h-.004a9.87 9.87 0 01-5.031-1.378l-.361-.214-3.741.982.998-3.648-.235-.374a9.86 9.86 0 01-1.51-5.26c.001-5.45 4.436-9.884 9.888-9.884 2.64 0 5.122 1.03 6.988 2.898a9.825 9.825 0 012.893 6.994c-.003 5.45-4.437 9.884-9.885 9.884m8.413-18.297A11.815 11.815 0 0012.05 0C5.495 0 .16 5.335.157 11.892c0 2.096.547 4.142 1.588 5.945L.057 24l6.305-1.654a11.882 11.882 0 005.683 1.448h.005c6.554 0 11.89-5.335 11.893-11.893a11.821 11.821 0 00-3.48-8.413Z\"\/><\/svg>\n                        WhatsApp                    <\/a>\n                    \n                    \n                                        <a href=\"mailto:mertdigitalads@gmail.com\" class=\"contact-button email-btn email-btn-1\">\n                        <svg width=\"20\" height=\"20\" viewbox=\"0 0 24 24\" fill=\"currentColor\" style=\"margin-right:5px;\"><path d=\"M20 4H4c-1.1 0-2 .9-2 2v12c0 1.1.9 2 2 2h16c1.1 0 2-.9 2-2V6c0-1.1-.9-2-2-2zm0 4l-8 5-8-5V6l8 5 8-5v2z\"\/><\/svg>\n                        E-posta                    <\/a>\n                                    <\/div>\n            <\/div>\n\n            <div class=\"widget-image\">\n                <img decoding=\"async\" src=\"https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2025\/06\/dijital-pazarlama-uzmani-mert-yildiz.jpg\" alt=\"Hemen Aray\u0131n\">            <\/div>\n        <\/div>\n        \n\n\n\n\n\n\n<h2 id=\"yapay-zeka-ai-makineleri-dusunme-becerisiyle-donatmak\" class=\"wp-block-heading\">Yapay Zeka (AI): Makineleri D\u00fc\u015f\u00fcnme Becerisiyle Donatmak<\/h2>\n\n\n\n<p>Yapay zeka, en temel tan\u0131m\u0131yla, makinelerin insan benzeri zihinsel yetenekleri sergilemesini sa\u011flayan bir bilim dal\u0131d\u0131r. Bu yetenekler aras\u0131nda problem \u00e7\u00f6zme, karar verme, dil anlama, alg\u0131lama ve \u00f6\u011frenme gibi beceriler bulunur. AI&#8217;n\u0131n amac\u0131, belirli bir g\u00f6revi yerine getirebilmek i\u00e7in ak\u0131ll\u0131 sistemler olu\u015fturmakt\u0131r.<\/p>\n\n\n\n<p>AI&#8217;y\u0131 iki ana kategoriye ay\u0131rabiliriz:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Dar Yapay Zeka (Narrow AI):<\/strong> Sadece belirli bir g\u00f6revi yerine getirmek i\u00e7in tasarlanm\u0131\u015f sistemlerdir. G\u00fcnl\u00fck hayatta kulland\u0131\u011f\u0131m\u0131z AI&#8217;lar\u0131n \u00e7o\u011fu bu kategoriye girer. \u00d6rne\u011fin, Siri, Alexa, \u00e7eviri uygulamalar\u0131, spam filtreleri ve satran\u00e7 oynayan bir bilgisayar Dar Yapay Zeka \u00f6rnekleridir. Bu sistemler, uzmanl\u0131k alanlar\u0131n\u0131n d\u0131\u015f\u0131nda hi\u00e7bir \u015fey yapamazlar.<\/li>\n\n\n\n<li><strong>Genel Yapay Zeka (General AI):<\/strong> \u0130nsan zekas\u0131n\u0131n sahip oldu\u011fu t\u00fcm bili\u015fsel yeteneklere sahip olmas\u0131 beklenen, hen\u00fcz bilim kurgu d\u00fczeyinde olan bir AI t\u00fcr\u00fcd\u00fcr. Bu t\u00fcr bir AI, herhangi bir g\u00f6revi \u00f6\u011frenebilir ve uygulayabilir. \u0130nsan gibi ak\u0131l y\u00fcr\u00fctebilen, \u00f6\u011frenebilen ve yeni durumlara uyum sa\u011flayabilen bir makine hayal edin.<\/li>\n\n\n\n<li><strong>S\u00fcper Yapay Zeka (Super AI):<\/strong> \u0130nsan zekas\u0131n\u0131 her alanda (sanat, bilim, yarat\u0131c\u0131l\u0131k vb.) a\u015fan, teorik bir kavramd\u0131r.<\/li>\n<\/ul>\n\n\n\n<p>Yapay zeka, bir \u015femsiye terimdir. Makine \u00f6\u011frenmesi, derin \u00f6\u011frenme, do\u011fal dil i\u015fleme gibi bir\u00e7ok alt alan\u0131 kapsar. Makine \u00f6\u011frenmesi ise bu \u015femsiyenin alt\u0131ndaki en \u00f6nemli dallardan biridir.<\/p>\n\n\n\n<h2 id=\"makine-ogrenmesi-ml-veriyle-gelisen-algoritmalar\" class=\"wp-block-heading\">Makine \u00d6\u011frenmesi (ML): Veriyle Geli\u015fen Algoritmalar<\/h2>\n\n\n\n<p><strong>Makine \u00f6\u011frenmesi<\/strong>, yapay zekan\u0131n bir alt k\u00fcmesidir. Ad\u0131ndan da anla\u015f\u0131laca\u011f\u0131 gibi, ML algoritmalar\u0131 bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan veri setlerinden &#8220;\u00f6\u011frenmesini&#8221; sa\u011flar. Geleneksel programlamada, bir g\u00f6revi yerine getirmek i\u00e7in kurallar ve talimatlar a\u00e7\u0131k\u00e7a tan\u0131mlan\u0131rken, makine \u00f6\u011frenmesinde algoritma, veri setindeki kal\u0131plar\u0131 ve ili\u015fkileri kendi ba\u015f\u0131na ke\u015ffeder.<\/p>\n\n\n\n<p>\u00d6rne\u011fin, bir foto\u011fraf\u0131n i\u00e7inde kedi olup olmad\u0131\u011f\u0131n\u0131 tan\u0131yan bir program yazmak istedi\u011finizde, geleneksel y\u00f6ntemle kedinin y\u00fcz hatlar\u0131, kulak \u015fekli gibi t\u00fcm kurallar\u0131 tek tek kodlaman\u0131z gerekir. Makine \u00f6\u011frenmesi ile ise, algoritmaya binlerce kedi ve kedi olmayan g\u00f6rsel verirsiniz. Algoritma bu g\u00f6rsellerdeki kal\u0131plar\u0131 kendisi \u00f6\u011frenir ve yeni bir g\u00f6rselle kar\u015f\u0131la\u015ft\u0131\u011f\u0131nda, daha \u00f6nce \u00f6\u011frendiklerini kullanarak bir kedi olup olmad\u0131\u011f\u0131na karar verir.<\/p>\n\n\n\n<p>Makine \u00f6\u011frenmesi \u00fc\u00e7 temel \u00f6\u011frenme modeline ayr\u0131l\u0131r:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>G\u00f6zetimli \u00d6\u011frenme (Supervised Learning):<\/strong> Algoritmaya hem giri\u015f verileri hem de bu verilere kar\u015f\u0131l\u0131k gelen do\u011fru sonu\u00e7lar (&#8220;etiketler&#8221;) sunulur. Algoritma, bu etiketli veriler \u00fczerinden do\u011fru sonu\u00e7lar\u0131 tahmin etmeyi \u00f6\u011frenir. Spam e-postalar\u0131n filtrelenmesi veya hisse senedi fiyatlar\u0131n\u0131n tahmin edilmesi bu t\u00fcre \u00f6rnektir.<\/li>\n\n\n\n<li><strong>G\u00f6zetimsiz \u00d6\u011frenme (Unsupervised Learning):<\/strong> Algoritmaya sadece giri\u015f verileri sunulur, herhangi bir etiket veya do\u011fru sonu\u00e7 verilmez. Algoritma, verilerdeki gizli yap\u0131lar\u0131 ve kal\u0131plar\u0131 kendi ba\u015f\u0131na ke\u015ffeder. M\u00fc\u015fteri segmentasyonu veya genetik verilerin analizi bu modelle yap\u0131l\u0131r.<\/li>\n\n\n\n<li><strong>Peki\u015ftirmeli \u00d6\u011frenme (Reinforcement Learning):<\/strong> Algoritma, bir ortam i\u00e7inde deneme yan\u0131lma yoluyla \u00f6\u011frenir. Belirli bir hedefi ger\u00e7ekle\u015ftirmek i\u00e7in en iyi eylemleri bulmaya \u00e7al\u0131\u015f\u0131r. Her do\u011fru eylem i\u00e7in &#8220;\u00f6d\u00fcl&#8221;, yanl\u0131\u015f eylem i\u00e7in &#8220;ceza&#8221; al\u0131r. Bu model, robotik ve otonom ara\u00e7larda s\u0131k\u00e7a kullan\u0131l\u0131r.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"649\" src=\"https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2025\/08\/2-1-1024x649.jpg\" alt=\"Yapay Zeka (AI) ve Makine \u00d6\u011frenmesi (ML) Nedir\" class=\"wp-image-9742\" srcset=\"https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2025\/08\/2-1-1024x649.jpg 1024w, https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2025\/08\/2-1-300x190.jpg 300w, https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2025\/08\/2-1-768x486.jpg 768w, https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2025\/08\/2-1-1121x710.jpg 1121w, https:\/\/www.mertyildizdijital.com.tr\/wp-content\/uploads\/2025\/08\/2-1.jpg 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 id=\"yapay-zeka-ve-makine-ogrenmesi-arasindaki-fark-nedir\" class=\"wp-block-heading\">Yapay Zeka ve Makine \u00d6\u011frenmesi Aras\u0131ndaki Fark Nedir?<\/h2>\n\n\n\n<p>Bu konuyu basit bir metaforla a\u00e7\u0131klayabiliriz:<\/p>\n\n\n\n<p><strong>Yapay zeka<\/strong>, bir b\u00fct\u00fcn olarak <strong>insan beynini<\/strong> temsil eder. Bu, problem \u00e7\u00f6zme, dil anlama, ak\u0131l y\u00fcr\u00fctme gibi t\u00fcm zihinsel yetenekleri kapsar.<\/p>\n\n\n\n<p><strong>Makine \u00f6\u011frenmesi<\/strong> ise bu beynin <strong>\u00f6\u011frenme mekanizmas\u0131n\u0131<\/strong> temsil eder. Makinenin deneyimlerden (verilerden) bilgi edinerek daha iyi performans g\u00f6stermesini sa\u011flayan ara\u00e7t\u0131r.<\/p>\n\n\n\n<p>Yani, <strong>her makine \u00f6\u011frenmesi bir yapay zekad\u0131r, ancak her yapay zeka makine \u00f6\u011frenmesi de\u011fildir.<\/strong> Yapay zeka, kural tabanl\u0131 sistemler gibi makine \u00f6\u011frenmesi kullanmadan da var olabilir. Ancak g\u00fcn\u00fcm\u00fcz\u00fcn en g\u00fc\u00e7l\u00fc ve en etkili yapay zeka sistemleri, makine \u00f6\u011frenmesi algoritmalar\u0131 \u00fczerine in\u015fa edilmi\u015ftir.<\/p>\n\n\n\n<h3 id=\"gunluk-hayattan-ornekler\" class=\"wp-block-heading\">G\u00fcnl\u00fck Hayattan \u00d6rnekler<\/h3>\n\n\n\n<p>Bu karma\u015f\u0131k kavramlar, asl\u0131nda hayat\u0131m\u0131z\u0131n bir\u00e7ok alan\u0131nda bize yard\u0131mc\u0131 oluyor:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Siri ve Google Asistan:<\/strong> Sesli komutlar\u0131 anlamak ve sorulara yan\u0131t vermek i\u00e7in do\u011fal dil i\u015fleme (NLP) ve makine \u00f6\u011frenmesi kullan\u0131r.<\/li>\n\n\n\n<li><strong>Netflix ve Spotify:<\/strong> \u0130zleme ve dinleme ge\u00e7mi\u015finize dayanarak size yeni i\u00e7erikler \u00f6nerir. Bu, makine \u00f6\u011frenmesinin g\u00fcc\u00fcd\u00fcr.<\/li>\n\n\n\n<li><strong>Otonom Ara\u00e7lar:<\/strong> \u00c7evreyi alg\u0131lamak, di\u011fer ara\u00e7larla etkile\u015fim kurmak ve g\u00fcvenli bir \u015fekilde seyir halindeyken karar vermek i\u00e7in bilgisayarl\u0131 g\u00f6r\u00fc ve peki\u015ftirmeli \u00f6\u011frenmeyi kullan\u0131r.<\/li>\n\n\n\n<li><strong>E-posta Spam Filtreleri:<\/strong> Makine \u00f6\u011frenmesi algoritmalar\u0131, gelen binlerce e-postay\u0131 analiz ederek spam e-postalar\u0131n \u00f6zelliklerini \u00f6\u011frenir ve onlar\u0131 otomatik olarak istenmeyen kutusuna ta\u015f\u0131r.<\/li>\n\n\n\n<li><strong>T\u0131bbi Tan\u0131 Sistemleri:<\/strong> G\u00f6r\u00fcnt\u00fc tan\u0131ma algoritmalar\u0131, r\u00f6ntgen veya MRI sonu\u00e7lar\u0131n\u0131 inceleyerek potansiyel hastal\u0131klar\u0131 veya anormallikleri tespit edebilir.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"gelecege-yonelik-bir-bakis\" class=\"wp-block-heading\">Gelece\u011fe Y\u00f6nelik Bir Bak\u0131\u015f<\/h3>\n\n\n\n<p>Yapay zeka ve makine \u00f6\u011frenmesi, teknolojinin gelece\u011fini \u015fekillendiriyor. Otomasyonun artmas\u0131, sa\u011fl\u0131k sekt\u00f6r\u00fcndeki geli\u015fmeler, daha ak\u0131ll\u0131 \u015fehirler ve ki\u015fiselle\u015ftirilmi\u015f hizmetler gibi bir\u00e7ok alanda k\u00f6kl\u00fc de\u011fi\u015fimlere yol a\u00e7acaklar. Bu teknolojileri anlamak ve takip etmek, sadece bir merak de\u011fil, ayn\u0131 zamanda dijital \u00e7a\u011f\u0131n sundu\u011fu f\u0131rsatlar\u0131 yakalamak i\u00e7in de hayati \u00f6nem ta\u015f\u0131yor.<\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>\u0130\u00e7indekiler Yapay Zeka (AI) ve Makine \u00d6\u011frenmesi (ML) Nedir? Derinlemesine Bir Bak\u0131\u015f Yapay Zeka (AI): Makineleri D\u00fc\u015f\u00fcnme Becerisiyle Donatmak Makine \u00d6\u011frenmesi (ML): Veriyle Geli\u015fen Algoritmalar Yapay Zeka ve Makine \u00d6\u011frenmesi Aras\u0131ndaki Fark Nedir? G\u00fcnl\u00fck Hayattan \u00d6rnekler Gelece\u011fe Y\u00f6nelik Bir Bak\u0131\u015f Yapay Zeka (AI) ve Makine \u00d6\u011frenmesi (ML) Nedir? Derinlemesine Bir Bak\u0131\u015f Teknoloji d\u00fcnyas\u0131n\u0131n en pop\u00fcler [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9743,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[149,148],"class_list":["post-9741","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-yapay-zeka","tag-makine-ogrenme","tag-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/posts\/9741","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/comments?post=9741"}],"version-history":[{"count":2,"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/posts\/9741\/revisions"}],"predecessor-version":[{"id":10217,"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/posts\/9741\/revisions\/10217"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/media\/9743"}],"wp:attachment":[{"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/media?parent=9741"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/categories?post=9741"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.mertyildizdijital.com.tr\/en\/wp-json\/wp\/v2\/tags?post=9741"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}