{"id":7576,"date":"2025-04-04T17:11:00","date_gmt":"2025-04-04T17:11:00","guid":{"rendered":"https:\/\/undetectable.ai/blog\/?p=7576"},"modified":"2026-04-10T20:21:11","modified_gmt":"2026-04-10T20:21:11","slug":"yapay-zeka-algoritmalari","status":"publish","type":"post","link":"https:\/\/undetectable.ai/blog\/tr\/yapay-zeka-algoritmalari\/","title":{"rendered":"Yapay Zeka Algoritmalar\u0131: Bilmeniz Gereken Her \u015eey"},"content":{"rendered":"<p><strong><em>Telefonunuz <\/em><\/strong><em>ne yazaca\u011f\u0131n\u0131z\u0131 sizden \u00f6nce bilir. <\/em><strong><em>Netflix <\/em><\/strong><em>bir dahaki sefere ne yiyece\u011fini bilemezsin. <\/em><strong><em>Bankalar<\/em><\/strong><em> Bir krediyi geri \u00f6deyip \u00f6deyemeyece\u011finizi bilmek. <\/em><strong><em>Spotify <\/em><\/strong><em>tekrar tekrar \u00e7alaca\u011f\u0131n\u0131z \u015fark\u0131lar\u0131 bilir.<\/em><\/p>\n\n\n\n<p>Ama nas\u0131l? Kim gizlice hepimizi izliyor?<\/p>\n\n\n\n<p>Psi\u015fik g\u00fcvercinler mi? Zihin okuyan insanlardan olu\u015fan gizli bir topluluk mu? Ya da anneniz - \u00e7\u00fcnk\u00fc o bir \u015fekilde her zaman bilir?<\/p>\n\n\n\n<p>Hay\u0131r. Yapay zeka algoritmalar\u0131.<\/p>\n\n\n\n<p>Bu sistemler <strong>\u00fcrk\u00fct\u00fcc\u00fc derecede do\u011fru tahminler<\/strong> Tonlarca veriyi okuyarak ve kal\u0131plar\u0131 analiz ederek.<\/p>\n\n\n\n<p>Peki ama yapay zeka algoritmas\u0131 tam olarak nedir? Nas\u0131l \u00e7al\u0131\u015f\u0131r? <\/p>\n\n\n\n<p>Farkl\u0131 t\u00fcrleri nelerdir ve ger\u00e7ek d\u00fcnya uygulamalar\u0131nda nas\u0131l kullan\u0131lmaktad\u0131r? Her \u015fey ve \u00e7ok daha fazlas\u0131 bug\u00fcnk\u00fc blogumuzda.&nbsp;<\/p>\n\n\n\n<p>En ba\u015ftan ba\u015flayal\u0131m.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Yapay Zeka Algoritmalar\u0131 Nedir?<\/h2>\n\n\n\n<p>Yapay zeka algoritmalar\u0131 g\u00fcnl\u00fck hayatta kullan\u0131l\u0131yor <strong>Teknoloji<\/strong> - Google Arama, Siri, Netflix \u00f6nerileri - ancak bunlar ayn\u0131 zamanda doland\u0131r\u0131c\u0131l\u0131k tespitinde de kullan\u0131l\u0131yor. <a href=\"https:\/\/seon.io\/resources\/transaction-monitoring-software-how-it-works-and-tips\/\" data-type=\"link\" data-id=\"https:\/\/seon.io\/resources\/transaction-monitoring-software-how-it-works-and-tips\/\" target=\"_blank\" rel=\"noopener\">i\u015flem izleme yaz\u0131l\u0131m\u0131<\/a>, s\u00fcr\u00fcc\u00fcs\u00fcz arabalar ve t\u0131bbi te\u015fhis.&nbsp;<\/p>\n\n\n\n<p>Yapay zekan\u0131n k\u00f6kleri Alan Turing'in bir soru sordu\u011fu 1940'lara kadar uzan\u0131yor, <strong>\"Makineler d\u00fc\u015f\u00fcnebilir mi?\"<\/strong>&nbsp;<\/p>\n\n\n\n<p>1950'lerde Turing Makinesi'ni geli\u015ftirdi ve bu makine daha sonra <a href=\"https:\/\/en.wikipedia.org\/wiki\/Turing_test\" target=\"_blank\" rel=\"noreferrer noopener\">Turing Testi.<\/a> Makinelerin sorunlar\u0131 \u00e7\u00f6zmek i\u00e7in nas\u0131l mant\u0131kl\u0131 ad\u0131mlar izleyebilece\u011fini g\u00f6sterdi.&nbsp;<\/p>\n\n\n\n<p>1950'ler ve 60'larda baz\u0131 programlar (Mant\u0131k Teorisyeni) matematik teoremlerini kan\u0131tlayabiliyordu.&nbsp;<\/p>\n\n\n\n<p>Ancak bir sorun vard\u0131 - \u00f6\u011frenemiyorlard\u0131. Her bir kural\u0131n elle programlanmas\u0131 gerekiyordu.<\/p>\n\n\n\n<p>\u00d6z\u00fcnde, yapay zeka <strong>sadece bir dizi talimat<\/strong>-Makinelerin karar vermesine yard\u0131mc\u0131 olan bir algoritma. <\/p>\n\n\n\n<p>Baz\u0131lar\u0131 spam e-postalar\u0131 filtrelemek gibi basittir. Di\u011ferleri ise t\u0131bbi kay\u0131tlara dayanarak hastal\u0131k risklerini tahmin etmek gibi daha karma\u015f\u0131kt\u0131r.<\/p>\n\n\n\n<p>Ama a\u00e7\u0131k olal\u0131m, yapay zeka kendi kendine d\u00fc\u015f\u00fcnmez. O ba\u011fl\u0131d\u0131r <strong>insan programlama ve tutarl\u0131 \u00f6\u011frenme<\/strong> Yapt\u0131\u011f\u0131 i\u015fte daha iyi olmak i\u00e7in.<\/p>\n\n\n\n<p>Bunu bir \u00f6rnekle a\u00e7\u0131klayal\u0131m <strong>\u00d6rnek,&nbsp;<\/strong><\/p>\n\n\n\n<p>Yapay zeka daha b\u00fcy\u00fck kararlarda yard\u0131mc\u0131 olur. Bir krediyi onaylayan bir bankay\u0131 ele alal\u0131m. Bir yapay zeka kullanabilir. <a href=\"https:\/\/www.geeksforgeeks.org\/decision-tree-introduction-example\/\" target=\"_blank\" rel=\"noreferrer noopener\">Karar A\u011fac\u0131<\/a> (ak\u0131\u015f \u015femas\u0131 gibi \u00e7al\u0131\u015fan basit bir yapay zeka modeli):<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ba\u015fvuru sahibinin sabit bir geliri var m\u0131? Hay\u0131r \u2192 Krediyi reddedin. Evet \u2192 Kredi puan\u0131n\u0131 kontrol edin.&nbsp;<\/li>\n\n\n\n<li>Kredi puan\u0131n\u0131z iyi mi? Hay\u0131r \u2192 Tekrar g\u00f6zden ge\u00e7irin. Evet \u2192 Mevcut kredileri kontrol edin.<\/li>\n\n\n\n<li>\u00c7ok fazla kredi mi? Y\u00fcksek risk. Az kredi? D\u00fc\u015f\u00fck risk.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>S\u00fcrecin sonunda yapay zeka, yap\u0131land\u0131r\u0131lm\u0131\u015f mant\u0131\u011fa dayal\u0131 olarak krediyi onaylar ya da reddeder. <\/p>\n\n\n\n<p>\u015eimdi bir sonraki b\u00f6l\u00fcm geliyor.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Yapay Zeka Algoritmalar\u0131 Makine \u00d6\u011frenimi ve Otomasyonu Nas\u0131l M\u00fcmk\u00fcn K\u0131lar?<\/h3>\n\n\n\n<p>\u015e\u00f6yle d\u00fc\u015f\u00fcn\u00fcn.&nbsp;<\/p>\n\n\n\n<p>Bir \u00e7ocu\u011fa k\u00f6pekleri nas\u0131l tan\u0131yaca\u011f\u0131n\u0131 \u00f6\u011fretti\u011finizi d\u00fc\u015f\u00fcn\u00fcn. <\/p>\n\n\n\n<p>Bir \u00f6\u011fretmen onlara resimler g\u00f6sterecek, temel \u00f6zellikleri i\u015faret edecek ve zamanla ger\u00e7ek hayatta bir tanesini tespit etmede daha iyi olacaklard\u0131.&nbsp;<\/p>\n\n\n\n<p>Yapay zeka algoritmalar\u0131 ayn\u0131 \u015fekilde \u00f6\u011frenir - <strong>Tahminler yapmak ve g\u00f6revleri otomatikle\u015ftirmek i\u00e7in b\u00fcy\u00fck miktarda veriden \u00f6\u011frenme.<\/strong><\/p>\n\n\n\n<p><strong>1 - Tahmin<\/strong><\/p>\n\n\n\n<p>Bir regresyon algoritmas\u0131, ger\u00e7ek zamanl\u0131 otomatik tahminler yapmak i\u00e7in ge\u00e7mi\u015f bilgileri inceler.&nbsp;<\/p>\n\n\n\n<p><strong>\u00d6rne\u011fin,<\/strong> Netflix, tahminlere g\u00f6re size diziler \u00f6neriyor. E\u011fer sevdiyseniz <em>Stranger Things,<\/em> \u015funu \u00f6nerebilir <em>Karanl\u0131k ya da \u015eemsiye Akademisi<\/em> \u00c7\u00fcnk\u00fc di\u011ferleri <strong>Stranger Things<\/strong> onlar\u0131 da izledim.<\/p>\n\n\n\n<p><strong>2 - Makine \u00d6\u011frenimi<\/strong><\/p>\n\n\n\n<p>Ancak yapay zeka sadece tahminlerden ibaret de\u011fildir - uyum sa\u011flar.&nbsp;<\/p>\n\n\n\n<p>Makine \u00f6\u011frenimi, bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a programlanmadan deneyimlerden \u00f6\u011frenmesini ve geli\u015fmesini sa\u011flar.&nbsp;<\/p>\n\n\n\n<p><strong>\u00d6rne\u011fin, <\/strong>Ya Stranger Things'i sadece bilimkurgu \u00f6\u011feleri i\u00e7in seviyor ama korkudan nefret ediyorsan\u0131z? Ya k\u0131sa, h\u0131zl\u0131 tempolu dizileri yava\u015f ilerleyen dramalara tercih etseydiniz? Netflix'in algoritmas\u0131 derin seviyedeki aktivitelerinizi analiz edecek ve \u00f6nerileri ayarlayacakt\u0131r.&nbsp;<\/p>\n\n\n\n<p><strong>3 - Otomasyon<\/strong><\/p>\n\n\n\n<p>Bir de otomasyon var.<strong>&nbsp;<\/strong><\/p>\n\n\n\n<p>Otomasyon, minimum insan m\u00fcdahalesi ile g\u00f6revleri yerine getirmek i\u00e7in teknolojiyi kullanma s\u00fcrecidir.<strong>&nbsp;<\/strong><\/p>\n\n\n\n<p><strong>\u00d6rne\u011fin, <\/strong>Kendi kendine giden arabalar da benzer bir \u015fey yap\u0131yor; yolu \"g\u00f6rmek\", dur i\u015faretlerini tan\u0131mak ve gittikleri her kilometreden bir \u015feyler \u00f6\u011frenmek i\u00e7in bilgisayar g\u00f6r\u00fc\u015f\u00fcn\u00fc kullan\u0131yor.&nbsp;<\/p>\n\n\n\n<p>Ne kadar \u00e7ok veri i\u015flerlerse o kadar ak\u0131ll\u0131 olurlar.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/ffffff-3-1024x683.jpg\" alt=\"Close up of businessman hand using glowing robot head\" class=\"wp-image-22275\" title=\"\" srcset=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/ffffff-3-1024x683.jpg 1024w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/ffffff-3-300x200.jpg 300w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/ffffff-3-768x512.jpg 768w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/ffffff-3-18x12.jpg 18w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/ffffff-3.jpg 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Yapay Zeka Algoritmalar\u0131 Nas\u0131l \u00c7al\u0131\u015f\u0131r (Ad\u0131m Ad\u0131m)<\/h2>\n\n\n\n<p>T\u0131pk\u0131 yeni bir beceri \u00f6\u011frenen bir insan gibi, yapay zeka da i\u015fleri ad\u0131m ad\u0131m \u00f6\u011frenir. <\/p>\n\n\n\n<p>Google arama motorundaki g\u00f6r\u00fcnt\u00fc tan\u0131ma \u00f6zelli\u011fini kullanarak bunu par\u00e7alara ay\u0131ral\u0131m.<\/p>\n\n\n\n<p><strong>Ad\u0131m # 1 - Veri Toplama<\/strong><\/p>\n\n\n\n<p>Her \u015fey veri ile ba\u015flar. Yapay zeka \u00f6\u011frenmek i\u00e7in y\u00fcz binlerce \u00f6rne\u011fe ihtiya\u00e7 duyar. G\u00f6r\u00fcnt\u00fc tan\u0131mada, \u015funlar\u0131 i\u00e7erir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Milyonlarca etiketli g\u00f6r\u00fcnt\u00fc (\u00f6rne\u011fin, \"kedi\" etiketli kedi resimleri, \"k\u00f6pek\" etiketli k\u00f6pek resimleri).<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>I\u015f\u0131kland\u0131rma, a\u00e7\u0131lar ve kalitede de\u011fi\u015fkenlik.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Ayn\u0131 nesnenin farkl\u0131 boyutlar\u0131, renkleri ve \u015fekilleri.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Kenar durumlar (bulan\u0131k g\u00f6r\u00fcnt\u00fcler, k\u0131smen gizlenmi\u015f nesneler, d\u00fc\u015f\u00fck kontrast).<\/li>\n<\/ul>\n\n\n\n<p><strong>Ad\u0131m # 2 - \u00d6n \u0130\u015fleme<\/strong><\/p>\n\n\n\n<p>Ham g\u00f6r\u00fcnt\u00fcler, bulan\u0131k veya d\u00fc\u015f\u00fck kaliteli g\u00f6r\u00fcnt\u00fcler, ilgisiz nesneler ve da\u011f\u0131n\u0131k g\u00f6r\u00fcnt\u00fcler gibi bir\u00e7ok gereksiz bilgi i\u00e7erir. <\/p>\n\n\n\n<p>\u00d6nce <a href=\"https:\/\/botscrew.com\/blog\/how-to-train-an-llm-using-fine-tuning\/\" target=\"_blank\" rel=\"noopener\">yapay zeka e\u011fitimi<\/a>verilerin temizlenmesi ve standartla\u015ft\u0131r\u0131lmas\u0131 gerekir. Buna \u015funlar dahildir:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tutarl\u0131 bir \u015fekilde i\u015flenebilmeleri i\u00e7in g\u00f6r\u00fcnt\u00fcleri tek tip bir boyuta yeniden boyutland\u0131rma.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Parlakl\u0131k ve kontrast\u0131n yapay zekay\u0131 yan\u0131ltmamas\u0131n\u0131 sa\u011flamak i\u00e7in gri tonlama veya renk normalle\u015ftirme.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Nesne tan\u0131mlamaya katk\u0131da bulunmayan gereksiz arka plan \u00f6\u011feleri gibi g\u00fcr\u00fclt\u00fcn\u00fcn giderilmesi.<\/li>\n<\/ul>\n\n\n\n<p><strong>Ad\u0131m # 3 - E\u011fitim<\/strong><\/p>\n\n\n\n<p>Yapay zeka <strong>\"g\u00f6r\"<\/strong> insanlar\u0131n yapt\u0131\u011f\u0131 gibi g\u00f6r\u00fcnt\u00fcler.  Onlar\u0131 say\u0131lar olarak g\u00f6r\u00fcr - her biri parlakl\u0131k ve rengi temsil eden bir de\u011fere sahip binlerce piksel.&nbsp;<\/p>\n\n\n\n<p>Bunu anlamland\u0131rmak i\u00e7in yapay zeka, g\u00f6r\u00fcnt\u00fc tan\u0131ma i\u00e7in olu\u015fturulmu\u015f \u00f6zel bir derin \u00f6\u011frenme modeli t\u00fcr\u00fc olan Evri\u015fimsel Sinir A\u011f\u0131 (CNN) kullan\u0131r.<\/p>\n\n\n\n<p>\u0130\u015fte CNN'lerin bir g\u00f6r\u00fcnt\u00fcy\u00fc nas\u0131l par\u00e7alad\u0131\u011f\u0131:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Konvol\u00fcsyon Katmanlar\u0131:<\/strong> Yapay zeka g\u00f6r\u00fcnt\u00fcy\u00fc par\u00e7alar halinde tarar, \u00f6nce basit \u015fekilleri (\u00e7izgiler, e\u011friler) tespit eder ve daha sonra karma\u015f\u0131k \u00f6zellikleri (g\u00f6zler, kulaklar, b\u0131y\u0131klar) tan\u0131r.<br><\/li>\n\n\n\n<li><strong>Havuzlama Katmanlar\u0131:<\/strong> Bunlar, gereksiz pikselleri atarken temel ayr\u0131nt\u0131lar\u0131 koruyarak g\u00f6r\u00fcnt\u00fcy\u00fc k\u00fc\u00e7\u00fclt\u00fcr.<br><\/li>\n\n\n\n<li><strong>Tam Ba\u011flant\u0131l\u0131 Katmanlar: <\/strong>Yapay zeka, nihai bir tahminde bulunmak i\u00e7in alg\u0131lanan \u00f6zellikleri birbirine ba\u011flar; sivri kulaklar ve b\u0131y\u0131klar g\u00f6r\u00fcrse, bir kediyi tan\u0131mlar.<\/li>\n<\/ul>\n\n\n\n<p>Bu s\u00fcre\u00e7 \u015funlar\u0131 i\u00e7erir <a href=\"https:\/\/deepai.org\/machine-learning-glossary-and-terms\/epoch\" target=\"_blank\" rel=\"noreferrer noopener\">\u00e7a\u011flar<\/a>.&nbsp;<\/p>\n\n\n\n<p>Farkl\u0131 ku\u015f t\u00fcrlerini tan\u0131may\u0131 \u00f6\u011frendi\u011finizi d\u00fc\u015f\u00fcn\u00fcn. \u0130lk kez bir ser\u00e7e ve bir g\u00fcvercin g\u00f6rd\u00fc\u011f\u00fcn\u00fczde, onlar\u0131 kar\u0131\u015ft\u0131rabilirsiniz.&nbsp;<\/p>\n\n\n\n<p>Ancak resimlere bakt\u0131ktan, \u00f6zelliklerini inceledikten ve geri bildirim ald\u0131ktan sonra geli\u015firsiniz.<\/p>\n\n\n\n<p>Yapay zeka da ayn\u0131 \u015fekilde \u00f6\u011frenir.&nbsp;<\/p>\n\n\n\n<p>Bir epok, yapay zekan\u0131n t\u00fcm e\u011fitim verilerine bakt\u0131\u011f\u0131, tahminlerde bulundu\u011fu, hatalar\u0131 kontrol etti\u011fi ve ayarlamalar yapt\u0131\u011f\u0131 tam bir d\u00f6ng\u00fcd\u00fcr.&nbsp;<\/p>\n\n\n\n<p>Bunu tekrar tekrar yapar - t\u0131pk\u0131 bir beceride daha iyi olmak i\u00e7in defalarca pratik yapt\u0131\u011f\u0131n\u0131z gibi.<\/p>\n\n\n\n<p><strong>Ad\u0131m # 4 - Test<\/strong><\/p>\n\n\n\n<p>Yapay zeka ger\u00e7ek d\u00fcnyada kullan\u0131ma haz\u0131r hale gelmeden \u00f6nce test edilmesi gerekir. Bu \u015funlar\u0131 i\u00e7erir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Onu daha \u00f6nce hi\u00e7 g\u00f6rmedi\u011fi g\u00f6r\u00fcnt\u00fclerle beslemek.<br><\/li>\n\n\n\n<li>Do\u011frulu\u011funu \u00f6l\u00e7mek - bir kediyi do\u011fru bir \u015fekilde kedi olarak etiketliyor mu?<br><\/li>\n\n\n\n<li>Yapay zekan\u0131n e\u011fitim verilerini ezberledi\u011fi ancak yeni g\u00f6r\u00fcnt\u00fclerle m\u00fccadele etti\u011fi a\u015f\u0131r\u0131 uyumun kontrol edilmesi.<\/li>\n<\/ul>\n\n\n\n<p>Yapay zeka \u00e7ok s\u0131k ba\u015far\u0131s\u0131z olursa, daha \u00f6nce hi\u00e7 kar\u015f\u0131la\u015fmad\u0131\u011f\u0131 g\u00f6r\u00fcnt\u00fcleri g\u00fcvenilir bir \u015fekilde tan\u0131mlayana kadar daha fazla e\u011fitim i\u00e7in geri d\u00f6ner.<\/p>\n\n\n\n<p><strong>Ad\u0131m # 5 - Da\u011f\u0131t\u0131m<\/strong><\/p>\n\n\n\n<p>Yapay zeka modeli e\u011fitildikten ve test edildikten sonra konu\u015fland\u0131r\u0131l\u0131r. Onu bir g\u00f6r\u00fcnt\u00fc ile besledi\u011fimizde. O da:&nbsp;<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Piksel de\u011ferlerine ay\u0131r\u0131n<\/li>\n\n\n\n<li>\u00d6\u011frenilen t\u00fcm katmanlardan ge\u00e7irin<\/li>\n\n\n\n<li>Her olas\u0131 etiket i\u00e7in bir olas\u0131l\u0131k puan\u0131 olu\u015fturun<\/li>\n\n\n\n<li>En olas\u0131 s\u0131n\u0131fland\u0131rmay\u0131 se\u00e7in<\/li>\n<\/ol>\n\n\n\n<p>Tipik bir sonu\u00e7 \u015f\u00f6yle g\u00f6r\u00fcnebilir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cat: 99.7% olas\u0131l\u0131k<\/li>\n\n\n\n<li>K\u00f6pek: 0.2% olas\u0131l\u0131k<\/li>\n\n\n\n<li>Di\u011fer: 0.1% olas\u0131l\u0131k<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"301\" src=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/10\/Undetectable-AI-Math-Solver-1024x301.jpg\" alt=\"Alg\u0131lanamayan AI&#039;n\u0131n Matematik \u00c7\u00f6z\u00fcc\u00fc ekran g\u00f6r\u00fcnt\u00fcs\u00fc\" class=\"wp-image-16758\" title=\"\" srcset=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/10\/Undetectable-AI-Math-Solver-1024x301.jpg 1024w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/10\/Undetectable-AI-Math-Solver-300x88.jpg 300w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/10\/Undetectable-AI-Math-Solver-768x226.jpg 768w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/10\/Undetectable-AI-Math-Solver-18x5.jpg 18w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/10\/Undetectable-AI-Math-Solver.jpg 1435w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Algoritmik d\u00fc\u015f\u00fcncenin matemati\u011fe nas\u0131l benzer \u015fekilde uyguland\u0131\u011f\u0131n\u0131 g\u00f6rmek istiyorsan\u0131z, Undetectable AI\u2019n\u0131n <a href=\"https:\/\/undetectable.ai\/math-solver\" target=\"_blank\" rel=\"noreferrer noopener\">Matematik \u00c7\u00f6z\u00fcc\u00fc<\/a> ayn\u0131 mant\u0131k odakl\u0131 yakla\u015f\u0131m\u0131 kullanarak denklemleri ad\u0131m ad\u0131m \u00e7\u00f6zer.<\/p>\n\n\n\n<p>\u00c7\u00f6z\u00fcm\u00fcn her a\u015famas\u0131n\u0131 a\u00e7\u0131k\u00e7a g\u00f6sterir, bu da algoritmalar\u0131n yap\u0131land\u0131r\u0131lm\u0131\u015f problemleri nas\u0131l i\u015fledi\u011fini ve mant\u0131k y\u00fcr\u00fctt\u00fc\u011f\u00fcn\u00fc anlamay\u0131 kolayla\u015ft\u0131r\u0131r.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">YZ Algoritma T\u00fcrleri ve Nas\u0131l Kullan\u0131ld\u0131klar\u0131<\/h2>\n\n\n\n<p>T\u0131pk\u0131 insanlar\u0131n farkl\u0131 \u00f6\u011frenme y\u00f6ntemlerine sahip olmas\u0131 gibi - baz\u0131lar\u0131 okuyarak, baz\u0131lar\u0131 yaparak - yapay zeka da her biri belirli g\u00f6revler i\u00e7in uygun olan farkl\u0131 algoritma t\u00fcrlerine sahiptir.<\/p>\n\n\n\n<p><strong>1 - G\u00f6zetimli \u00d6\u011frenme<\/strong><\/p>\n\n\n\n<p>Elma ve portakallar\u0131 tan\u0131may\u0131 \u00f6\u011frenen bir \u00e7ocuk hayal edin. \u00d6\u011fretmen resimleri \u015f\u00f6yle etiketliyor:<\/p>\n\n\n\n<p>\"Bu bir elma.\"<\/p>\n\n\n\n<p>\"Bu bir portakal.\"<\/p>\n\n\n\n<p>Zamanla aradaki fark\u0131 anlamay\u0131 \u00f6\u011frenirler. Bu denetimli \u00f6\u011frenmedir - yapay zeka etiketli veriler \u00fczerinde e\u011fitilir ve tahminler yapmay\u0131 \u00f6\u011frenir.<\/p>\n\n\n\n<p><strong>\u00d6rne\u011fin,<\/strong><\/p>\n\n\n\n<p>Yapay zeka algoritmas\u0131 <strong>spam filtreleri <\/strong>\"spam\" veya \"spam de\u011fil\" olarak etiketlenmi\u015f binlerce e-postay\u0131 tarar ve kal\u0131plar\u0131 \u00f6\u011frenir.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><em>E-posta belirli anahtar kelimeler i\u00e7eriyor mu?&nbsp;<\/em><\/li>\n\n\n\n<li><em>\u015e\u00fcpheli bir g\u00f6ndericiden mi geliyor?&nbsp;<\/em><\/li>\n<\/ul>\n\n\n\n<p>Zamanla, gelen kutunuza ula\u015fmadan \u00f6nce spam yakalamada daha iyi hale gelir.<\/p>\n\n\n\n<p>Denetimli \u00f6\u011frenme, konut fiyatlar\u0131 gibi \u015feyleri tahmin eden regresyon modellerine ve bir e-postan\u0131n spam'e mi yoksa ana gelen kutunuza m\u0131 ait oldu\u011funa karar veren s\u0131n\u0131fland\u0131rma modellerine g\u00fc\u00e7 verir.<\/p>\n\n\n\n<p><strong>2 - Denetimsiz \u00d6\u011frenme<\/strong><\/p>\n\n\n\n<p>\u015eimdi ayn\u0131 \u00e7ocu\u011fa bir sepet meyve verdi\u011finizi ama hangilerinin elma ya da portakal oldu\u011funu s\u00f6ylemedi\u011finizi d\u00fc\u015f\u00fcn\u00fcn.&nbsp;<\/p>\n\n\n\n<p>Bunun yerine, onlar\u0131 benzerliklerine-renklerine, \u015fekillerine, dokular\u0131na g\u00f6re grupland\u0131r\u0131rlar. <\/p>\n\n\n\n<p>Bu, denetimsiz \u00f6\u011frenmedir - yapay zeka, etiketler olmadan verilerdeki \u00f6r\u00fcnt\u00fcleri bulur.<\/p>\n\n\n\n<p><strong>\u00d6rne\u011fin,<\/strong><\/p>\n\n\n\n<p>Bankalar bir i\u015flemin sahte olup olmad\u0131\u011f\u0131n\u0131 her zaman an\u0131nda bilemezler, ancak <a href=\"https:\/\/www.researchgate.net\/publication\/373489510_The_Role_Artificial_Intelligence_in_Modern_Banking_An_Exploration_of_AI-Driven_Approaches_for_Enhanced_Fraud_Prevention_Risk_Management_and_Regulatory_Compliance\" target=\"_blank\" rel=\"noreferrer noopener\">Yapay zeka doland\u0131r\u0131c\u0131l\u0131\u011f\u0131n \u00f6nlenmesine yard\u0131mc\u0131 olabilir<\/a>-\u00f6zellikle de a\u015fa\u011f\u0131daki gibi platformlar taraf\u0131ndan desteklendi\u011finde <a href=\"https:\/\/sift.com\/solutions\/fintech-finance\" target=\"_blank\" rel=\"noopener\">Sift fintech doland\u0131r\u0131c\u0131l\u0131k \u00f6nleme<\/a> \u015e\u00fcpheli faaliyetleri tespit etmek i\u00e7in davran\u0131\u015f kal\u0131plar\u0131n\u0131 ger\u00e7ek zamanl\u0131 olarak analiz eder.<\/p>\n\n\n\n<p>Milyonlarca sat\u0131n alma i\u015flemini tarayarak her bir m\u00fc\u015fteri i\u00e7in neyin \"normal\" oldu\u011funu ve neyin olmad\u0131\u011f\u0131n\u0131 \u00f6\u011frenir.<\/p>\n\n\n\n<p>Diyelim ki her hafta market al\u0131\u015fveri\u015fi ve benzin al\u0131yorsunuz. Sonra aniden ba\u015fka bir \u00fclkede $5,000 l\u00fcks bir araba sat\u0131n almak istiyorsunuz.&nbsp;<\/p>\n\n\n\n<p>Yapay zeka bunu \u015f\u00fcpheli olarak i\u015faretler ve kart\u0131n\u0131z\u0131 dondurabilir veya size h\u0131zl\u0131 bir<strong><em> \"Bu sen miydin?\"<\/em><\/strong> Mesaj.<\/p>\n\n\n\n<p><strong>3 - Peki\u015ftirmeli \u00d6\u011frenme<\/strong><\/p>\n\n\n\n<p>\u015eimdi diyelim ki \u00e7ocu\u011fa bir meydan okuma verdiniz - her do\u011fru elma se\u00e7tiklerinde bir \u015feker al\u0131yorlar. Yanl\u0131\u015f meyveyi se\u00e7erlerse, bir tane kaybederler.&nbsp;<\/p>\n\n\n\n<p>Zamanla, en \u00e7ok \u015fekeri alman\u0131n en iyi yolunu \u00f6\u011frenirler. <strong>&nbsp;<\/strong>\u0130\u015fte bu.<strong> peki\u015ftirmeli \u00f6\u011frenme.<\/strong>&nbsp;<\/p>\n\n\n\n<p>Yapay zeka da ayn\u0131 \u015feyi yapar - farkl\u0131 eylemleri test eder, hatalardan ders \u00e7\u0131kar\u0131r ve \u00f6d\u00fcl ve cezalara g\u00f6re ayarlama yapar.<\/p>\n\n\n\n<p><strong>\u00d6rne\u011fin,<\/strong><\/p>\n\n\n\n<p><strong>S\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7lar<\/strong> araba kullanmay\u0131 bilmeden ba\u015flamay\u0131n.&nbsp;<\/p>\n\n\n\n<p>Ancak milyonlarca mil yol verisini analiz ettikten sonra frenleme, trafi\u011fe birle\u015fme ve engellerden ka\u00e7\u0131nma konusunda daha iyi hale geliyorlar.&nbsp;<\/p>\n\n\n\n<p>Her hata bir derstir. Her ba\u015far\u0131 onlar\u0131 daha ak\u0131ll\u0131 yapar.<\/p>\n\n\n\n<p><strong>4 - Sinir A\u011flar\u0131 ve Derin \u00d6\u011frenme<\/strong><\/p>\n\n\n\n<p>Baz\u0131 sorunlar basit kurallar i\u00e7in fazla karma\u015f\u0131kt\u0131r. \u0130\u015fte bu noktada sinir a\u011flar\u0131 devreye girer.&nbsp;<\/p>\n\n\n\n<p>\u0130nsan beyni gibi \u00e7al\u0131\u015fmak, kal\u0131plar\u0131 tan\u0131mak ve her k\u00fc\u00e7\u00fck talimat\u0131n a\u00e7\u0131klanmas\u0131na gerek kalmadan karar vermek \u00fczere tasarlanm\u0131\u015ft\u0131r.<\/p>\n\n\n\n<p><strong>\u00d6rne\u011fin,<\/strong><\/p>\n\n\n\n<p>A <strong>geleneksel bilgisayar <\/strong>farkl\u0131 a\u00e7\u0131lar, \u0131\u015f\u0131kland\u0131rma veya ifadelerle m\u00fccadele edebilir.&nbsp;<\/p>\n\n\n\n<p>Ancak bir derin \u00f6\u011frenme modeli (\u00e7ok katmanl\u0131 bir sinir a\u011f\u0131) ko\u015fullar ne olursa olsun y\u00fczleri tan\u0131may\u0131 \u00f6\u011frenebilir.<\/p>\n\n\n\n<p>T\u0131pk\u0131 insanlar\u0131n farkl\u0131 \u00f6\u011frenme y\u00f6ntemlerine sahip olmas\u0131 gibi - baz\u0131lar\u0131 okuyarak, baz\u0131lar\u0131 yaparak - yapay zeka da her biri belirli g\u00f6revler i\u00e7in uygun olan farkl\u0131 algoritma t\u00fcrlerine sahiptir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ger\u00e7ek D\u00fcnya Uygulamalar\u0131nda Yapay Zeka Algoritmalar\u0131<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Algorithm-and-Application-1-1024x576.jpg\" alt=\"\" class=\"wp-image-7586\" title=\"\" srcset=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Algorithm-and-Application-1-1024x576.jpg 1024w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Algorithm-and-Application-1-300x169.jpg 300w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Algorithm-and-Application-1-768x432.jpg 768w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Algorithm-and-Application-1-1536x864.jpg 1536w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Algorithm-and-Application-1-18x10.jpg 18w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Algorithm-and-Application-1.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Yapay Zeka G\u00f6r\u00fcnt\u00fc Dedekt\u00f6r\u00fc Yapay Zeka Taraf\u0131ndan Olu\u015fturulan G\u00f6r\u00fcnt\u00fcleri Tespit Etmek \u0130\u00e7in Algoritmalar\u0131 Nas\u0131l Kullan\u0131yor?<\/h3>\n\n\n\n<p>Yapay zeka taraf\u0131ndan \u00fcretilen g\u00f6r\u00fcnt\u00fcler art\u0131k o kadar ger\u00e7ek\u00e7i ki, insanlar bunlar\u0131 ger\u00e7ek foto\u011fraflardan zar zor ay\u0131rt edebiliyor.&nbsp;<\/p>\n\n\n\n<p>Ancak yapay zeka g\u00f6r\u00fcnt\u00fc alg\u0131lay\u0131c\u0131lar\u0131 y\u00fczeyin \u00f6tesini g\u00f6rmek \u00fczere e\u011fitilmi\u015ftir.<\/p>\n\n\n\n<p><strong>Teknik # 1 - Anomali Tespiti<\/strong><\/p>\n\n\n\n<p>S\u00fcre\u00e7, ait olmayan her \u015feyi arayan anomali tespiti ile ba\u015flar.<\/p>\n\n\n\n<p>Bir g\u00f6r\u00fcnt\u00fcde do\u011fal olmayan dokular, tutars\u0131z ayd\u0131nlatma veya bulan\u0131k kenarlar varsa. <a href=\"https:\/\/undetectable.ai\/ai-image-detector\" target=\"_blank\" rel=\"noreferrer noopener\">AI G\u00f6r\u00fcnt\u00fc Dedekt\u00f6r\u00fc<\/a> k\u0131rm\u0131z\u0131 bayrak kald\u0131r\u0131r.<\/p>\n\n\n\n<p><strong>Teknik # 2 - \u00dcretken \u00c7eki\u015fmeli A\u011flar<\/strong><\/p>\n\n\n\n<p>Yapay zeka taraf\u0131ndan \u00fcretilen g\u00f6r\u00fcnt\u00fcleri tespit etmenin bir yolu, onlar\u0131 olu\u015fturan teknolojinin b\u0131rakt\u0131\u011f\u0131 gizli desenlere bakmakt\u0131r.<\/p>\n\n\n\n<p>Bu desenler, \u00e7o\u011fu yapay zeka g\u00f6r\u00fcnt\u00fcs\u00fcne g\u00fc\u00e7 veren Generative Adversarial Networks'ten (GAN'lar) gelmektedir.<\/p>\n\n\n\n<p>T\u0131pk\u0131 her sanat\u00e7\u0131n\u0131n kendine \u00f6zg\u00fc bir tarz\u0131 olmas\u0131 gibi, GAN'lar da ger\u00e7ek d\u00fcnya foto\u011fraflar\u0131nda bulunmayan desenler yarat\u0131r.<\/p>\n\n\n\n<p><a href=\"https:\/\/undetectable.ai\/ai-image-detector\" target=\"_blank\" rel=\"noreferrer noopener\">AI G\u00f6r\u00fcnt\u00fc Dedekt\u00f6r\u00fc<\/a> bir g\u00f6r\u00fcnt\u00fcn\u00fcn Yapay Zeka taraf\u0131ndan olu\u015fturulup olu\u015fturulmad\u0131\u011f\u0131n\u0131 belirlemeye yard\u0131mc\u0131 olan bu kal\u0131plar\u0131 tan\u0131mak i\u00e7in e\u011fitilmi\u015ftir.<\/p>\n\n\n\n<p><strong>Teknik # 3 - Meta Veriler<\/strong><\/p>\n\n\n\n<p>Sadece piksellere bakman\u0131n \u00f6tesinde, bir <a href=\"https:\/\/undetectable.ai\/ai-image-detector\" target=\"_blank\" rel=\"noreferrer noopener\">AI G\u00f6r\u00fcnt\u00fc Dedekt\u00f6r\u00fc<\/a> ayr\u0131ca bir g\u00f6r\u00fcnt\u00fcn\u00fcn dijital parmak izi gibi davranan meta verileri de inceler.<\/p>\n\n\n\n<p>Bu veriler, bir foto\u011fraf\u0131n ne zaman ve nerede \u00e7ekildi\u011fi ve hangi cihaz taraf\u0131ndan \u00e7ekildi\u011fi gibi ayr\u0131nt\u0131lar\u0131 i\u00e7erir.&nbsp;<\/p>\n\n\n\n<p>Bir g\u00f6rsel 2010 y\u0131l\u0131na ait oldu\u011funu iddia ediyorsa ancak asl\u0131nda ge\u00e7en hafta bir yapay zeka arac\u0131 taraf\u0131ndan olu\u015fturulduysa, <a href=\"https:\/\/undetectable.ai\/ai-image-detector\" target=\"_blank\" rel=\"noreferrer noopener\">AI G\u00f6r\u00fcnt\u00fc Dedekt\u00f6r\u00fc<\/a> \u015f\u00fcpheli olarak i\u015faretleyecektir.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Yapay Zeka Algoritmalar\u0131nda \u00d6nyarg\u0131 ve Nas\u0131l Azalt\u0131laca\u011f\u0131<\/h2>\n\n\n\n<p>Yapay zekan\u0131n adil olmas\u0131 gerekiyor, ancak bazen adil olmayabiliyor. YZ \u00f6nyarg\u0131s\u0131 iki \u015fekilde ortaya \u00e7\u0131kabilir:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Veri \u00d6nyarg\u0131s\u0131 - Bu durum, e\u011fitim verilerinde belirli gruplar yeterince temsil edilmedi\u011finde ortaya \u00e7\u0131kar.<br><\/li>\n\n\n\n<li>Model \u00d6nyarg\u0131s\u0131 - Yapay zeka bir grup i\u00e7in di\u011ferinden daha fazla hata yapt\u0131\u011f\u0131nda ortaya \u00e7\u0131kar ve adil olmayan sonu\u00e7lar\u0131 g\u00fc\u00e7lendirir.<\/li>\n<\/ul>\n\n\n\n<p><strong>Amazon'un \u00d6nyarg\u0131l\u0131 \u0130\u015fe Al\u0131m Arac\u0131<\/strong><\/p>\n\n\n\n<p>2014 y\u0131l\u0131nda, <a href=\"http:\/\/aclu.org\/news\/womens-rights\/why-amazons-automated-hiring-tool-discriminated-against\" target=\"_blank\" rel=\"noreferrer noopener\">Amazon yapay zekal\u0131 i\u015fe al\u0131m arac\u0131n\u0131 iptal etmek zorunda kald\u0131<\/a> \u00e7\u00fcnk\u00fc kad\u0131nlara kar\u015f\u0131 \u00f6nyarg\u0131l\u0131yd\u0131.&nbsp;<\/p>\n\n\n\n<p>Sistem, teknoloji rolleri i\u00e7in daha fazla erke\u011fin i\u015fe al\u0131nd\u0131\u011f\u0131 ge\u00e7mi\u015f i\u015fe al\u0131m verilerinden \u00f6\u011frendi, bu nedenle erkek adaylar\u0131 tercih etmeye ve \"kad\u0131n\" (\"kad\u0131n satran\u00e7 kul\u00fcb\u00fc\" gibi) gibi kelimeler i\u00e7eren \u00f6zge\u00e7mi\u015fleri cezaland\u0131rmaya ba\u015flad\u0131.&nbsp;<\/p>\n\n\n\n<p>Yapay zeka adaletsiz olmaya \u00e7al\u0131\u015fm\u0131yordu, ancak \u00f6nyarg\u0131l\u0131 verilerden \u00f6\u011frendi ve bu \u00f6nyarg\u0131y\u0131 ileriye ta\u015f\u0131d\u0131.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Yapay Zeka Veri Toplamada Gizlilik Endi\u015feleri<\/h3>\n\n\n\n<p>Bir uygulamay\u0131 her kulland\u0131\u011f\u0131n\u0131zda, web'de gezindi\u011finizde veya bir sat\u0131n alma i\u015flemi ger\u00e7ekle\u015ftirdi\u011finizde veri toplanmaktad\u0131r.&nbsp;<\/p>\n\n\n\n<p>Baz\u0131lar\u0131 a\u00e7\u0131kt\u0131r - ad\u0131n\u0131z, e-postan\u0131z veya \u00f6deme bilgileriniz gibi.&nbsp;<\/p>\n\n\n\n<p>Ancak GPS konumu, sat\u0131n alma ge\u00e7mi\u015fi, yazma davran\u0131\u015f\u0131 ve tarama al\u0131\u015fkanl\u0131klar\u0131 gibi gizli veriler vard\u0131r.&nbsp;<\/p>\n\n\n\n<p>\u015eirketler bu bilgileri deneyimleri ki\u015fiselle\u015ftirmek, \u00fcr\u00fcn \u00f6nermek ve hizmetleri iyile\u015ftirmek i\u00e7in kullan\u0131r.&nbsp;<\/p>\n\n\n\n<p>Ortal\u0131kta bu kadar \u00e7ok veri dola\u015f\u0131rken riskler ka\u00e7\u0131n\u0131lmazd\u0131r:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Veri ihlalleri<\/strong> - Bilgisayar korsanlar\u0131 kullan\u0131c\u0131 bilgilerini \u00e7alabilir.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Yeniden tan\u0131mlama<\/strong> - Anonimle\u015ftirilmi\u015f veriler bile bireylerle ili\u015fkilendirilebilir.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0130zinsiz kullan\u0131m <\/strong>- \u015eirketler verileri k\u00e2r veya etki i\u00e7in k\u00f6t\u00fcye kullanabilir.<\/li>\n<\/ul>\n\n\n\n<p>\u015eirketler verileri anonimle\u015ftirdiklerini iddia etseler bile, ara\u015ft\u0131rmalar \u00f6r\u00fcnt\u00fclerin yeterli bilgi ile kullan\u0131c\u0131 kimliklerini ortaya \u00e7\u0131karabilece\u011fini g\u00f6stermi\u015ftir.&nbsp;<\/p>\n\n\n\n<p>Kullan\u0131c\u0131 gizlili\u011fini korumak i\u00e7in \u015firketler kullan\u0131yor:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Anonimle\u015ftirme <\/strong>- Veri k\u00fcmelerinden ki\u015fisel bilgileri kald\u0131r\u0131r.<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Federe \u00d6\u011frenme<\/strong> - Yapay zeka modelleri, ham verileri merkezi bir sunucuya g\u00f6ndermeden cihaz\u0131n\u0131zda e\u011fitilir. (\u00f6rne\u011fin, Google'\u0131n Gboard'u).<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Diferansiyel Gizlilik <\/strong>- \u0130zlemeyi \u00f6nlemek i\u00e7in toplanmadan \u00f6nce verilere rastgele g\u00fcr\u00fclt\u00fc ekler (\u00f6rn. Apple'\u0131n iOS sistemi).<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Yapay Zeka Algoritmalar\u0131 Tamamen Tarafs\u0131z Olabilir mi?<\/h2>\n\n\n\n<p>Yapay zeka bir bo\u015flukta yarat\u0131lmam\u0131\u015ft\u0131r.&nbsp;<\/p>\n\n\n\n<p>\u0130nsanlar taraf\u0131ndan \u00fcretiliyor, insan verileriyle e\u011fitiliyor ve insan toplumunda kullan\u0131l\u0131yor. Peki ger\u00e7ekten tarafs\u0131z olabilir mi?<\/p>\n\n\n\n<p><strong>K\u0131sa cevap: Hay\u0131r. <\/strong>En az\u0131ndan hen\u00fcz de\u011fil.<\/p>\n\n\n\n<p>Yapay zeka ger\u00e7ek d\u00fcnya verilerinden \u00f6\u011frenir ve bu veriler, onu yaratan insanlar\u0131n t\u00fcm \u00f6nyarg\u0131lar\u0131, varsay\u0131mlar\u0131 ve kusurlar\u0131yla birlikte gelir.&nbsp;<\/p>\n\n\n\n<p>COMPAS yeniden su\u00e7 i\u015fleme arac\u0131n\u0131 al\u0131n, <strong>\u00d6rne\u011fin.<\/strong>&nbsp;<\/p>\n\n\n\n<p>Hangi su\u00e7lular\u0131n yeniden su\u00e7 i\u015fleme olas\u0131l\u0131\u011f\u0131n\u0131n daha y\u00fcksek oldu\u011funu tahmin etmek i\u00e7in tasarlanm\u0131\u015ft\u0131r.&nbsp;<\/p>\n\n\n\n<p>Kula\u011fa basit geliyor, de\u011fil mi?&nbsp;<\/p>\n\n\n\n<p>Ancak ara\u015ft\u0131rmalar, algoritman\u0131n siyahi san\u0131klar\u0131 beyaz san\u0131klara k\u0131yasla orant\u0131s\u0131z bir \u015fekilde y\u00fcksek riskli olarak i\u015faretledi\u011fini g\u00f6sterdi.&nbsp;<\/p>\n\n\n\n<p>Birileri onu programlad\u0131\u011f\u0131 i\u00e7in de\u011fil, kusurlu bir ceza adaleti sisteminden kal\u0131plar devrald\u0131\u011f\u0131 i\u00e7in \u00f6nyarg\u0131l\u0131d\u0131r.<\/p>\n\n\n\n<p>Peki, yapay zeka hi\u00e7 adil hale getirilebilir mi?&nbsp;<\/p>\n\n\n\n<p>Baz\u0131 uzmanlar \u00f6yle d\u00fc\u015f\u00fcn\u00fcyor.&nbsp;<\/p>\n\n\n\n<p>Ara\u015ft\u0131rmac\u0131lar, yapay zeka modellerini farkl\u0131 gruplara daha e\u015fit davranmaya zorlamak i\u00e7in tasarlanm\u0131\u015f matematiksel teknikler olan adalet k\u0131s\u0131tlamalar\u0131 geli\u015ftirdiler.&nbsp;<\/p>\n\n\n\n<p>\u00d6nyarg\u0131 denetimleri ve \u00e7e\u015fitli e\u011fitim veri setleri de \u00e7arp\u0131k sonu\u00e7lar\u0131n azalt\u0131lmas\u0131na yard\u0131mc\u0131 olur.<\/p>\n\n\n\n<p>Ancak t\u00fcm bu \u00f6nlemlere ra\u011fmen ger\u00e7ek tarafs\u0131zl\u0131k zordur.&nbsp;<\/p>\n\n\n\n<p>Ve yapay zekay\u0131 tamamen yapabilsek bile <strong>\"n\u00f6tr,\" <\/strong>Yapmal\u0131 m\u0131y\u0131z?<\/p>\n\n\n\n<p>Yapay zeka bir balonun i\u00e7inde karar vermez. Ger\u00e7ek insanlar\u0131 ger\u00e7ek \u015fekillerde etkiler.&nbsp;<\/p>\n\n\n\n<p>Ger\u00e7ek \u015fu ki, yapay zeka bizim onu besledi\u011fimiz d\u00fcnyay\u0131 yans\u0131t\u0131yor.&nbsp;<\/p>\n\n\n\n<p>E\u011fer tarafs\u0131z bir yapay zeka istiyorsak, \u00f6ncelikle sistemlerimizdeki \u00f6nyarg\u0131larla m\u00fccadele etmeliyiz.&nbsp;<\/p>\n\n\n\n<p>Aksi takdirde, makinelere kusurlar\u0131m\u0131z\u0131 yans\u0131tmay\u0131 \u00f6\u011fretmi\u015f oluruz - sadece daha h\u0131zl\u0131 ve daha b\u00fcy\u00fck \u00f6l\u00e7ekte.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Yapay Zeka Algoritmalar\u0131 Hakk\u0131nda SSS<\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list\">\n<div id=\"faq-question-1743614565901\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question\">En Yayg\u0131n Yapay Zeka Algoritmas\u0131 Nedir?<\/h3>\n<div class=\"rank-math-answer\">\n\n<p>Sinir a\u011flar\u0131 -\u00f6zellikle derin \u00f6\u011frenme- g\u00fcn\u00fcm\u00fczde \u00e7o\u011fu yapay zeka uygulamas\u0131n\u0131n merkezinde yer almaktad\u0131r. <\/p>\n<p>ChatGPT, y\u00fcz tan\u0131ma yaz\u0131l\u0131m\u0131 ve bir sonraki ad\u0131mda ne izleyece\u011finizi veya sat\u0131n alaca\u011f\u0131n\u0131z\u0131 \u00f6neren tavsiye sistemleri gibi ara\u00e7lara g\u00fc\u00e7 veren \u015fey bunlard\u0131r.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1743614579742\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question\">Yapay Zeka Algoritmalar\u0131 Makine \u00d6\u011frenimi ile Ayn\u0131 \u015eey mi?<\/h3>\n<div class=\"rank-math-answer\">\n\n<p>Tam olarak de\u011fil. Yapay zeka bir\u00e7ok farkl\u0131 teknolojiyi kapsayan b\u00fcy\u00fck bir \u015femsiyedir ve makine \u00f6\u011frenimi bunun sadece bir par\u00e7as\u0131d\u0131r. <\/p>\n<p>Makine \u00f6\u011frenimi \u00f6zellikle kat\u0131, \u00f6nceden programlanm\u0131\u015f kurallar\u0131 takip etmek yerine verilerden kal\u0131plar \u00f6\u011frenen yapay zeka sistemlerini ifade eder. <\/p>\n<p>Ancak t\u00fcm yapay zeka makine \u00f6\u011frenimine dayanmaz; baz\u0131lar\u0131 kural tabanl\u0131 sistemler gibi ba\u015fka y\u00f6ntemler kullan\u0131r.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1743614602419\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question\">Yapay Zeka Algoritmalar\u0131 Zaman \u0130\u00e7inde Nas\u0131l Geli\u015fiyor?<\/h3>\n<div class=\"rank-math-answer\">\n\n<p>Yapay zeka, t\u0131pk\u0131 insanlar gibi deneyim yoluyla geli\u015fir. <\/p>\n<p>Bir algoritma ne kadar \u00e7ok veri i\u015flerse, kal\u0131plar\u0131 tespit etme ve do\u011fru tahminlerde bulunma konusunda o kadar iyi olur. <\/p>\n<p>Parametrelerine ince ayar yapmak, takviyeli \u00f6\u011frenme gibi teknikler kullanmak ve e\u011fitim verilerini s\u00fcrekli g\u00fcncellemek, performans\u0131n\u0131 iyile\u015ftirmeye yard\u0131mc\u0131 olur.<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<p>A\u015fa\u011f\u0131daki widget'ta Yapay Zeka Dedekt\u00f6r\u00fcm\u00fcz\u00fc ve \u0130nsanc\u0131lla\u015ft\u0131r\u0131c\u0131m\u0131z\u0131 deneyerek deneyiminizi geli\u015ftirin!<\/p>\n\n\n\n<div id=\"uai-widget\" data-affiliate-link=\"https:\/\/undetectable.ai\/?_by=hi4km\"><script>var js = document.createElement(\"script\");js.async = true;js.src = \"https:\/\/widget.undetectable.ai\/js\/widget-loader.js?t=\"+Date.now();document.getElementsByTagName(\"head\")[0].appendChild(js);<\/script><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Son D\u00fc\u015f\u00fcnceler: Yapay Zeka Algoritmalar\u0131n\u0131n Gelece\u011fi<\/h2>\n\n\n\n<p>Peki t\u00fcm bunlar bizim i\u00e7in ne anlama geliyor?<\/p>\n\n\n\n<p>Yapay zeka her g\u00fcn kararlar\u0131m\u0131z\u0131 etkiliyor. Ne izleyece\u011fimize, ne sat\u0131n alaca\u011f\u0131m\u0131za ve hatta banka hesab\u0131m\u0131z\u0131n ne kadar g\u00fcvenli oldu\u011funa karar veriyor.<\/p>\n\n\n\n<p>Ama soru \u015fu.<\/p>\n\n\n\n<p>Yapay zeka bizden \u00f6\u011freniyorsa, biz ona ne \u00f6\u011fretiyoruz?<\/p>\n\n\n\n<p>Adil, tarafs\u0131z ve yard\u0131mc\u0131 oldu\u011fundan emin oluyor muyuz? Yoksa insanlar\u0131n yapt\u0131\u011f\u0131 hatalar\u0131 yapmas\u0131na izin mi veriyoruz?<\/p>\n\n\n\n<p>Ve e\u011fer yapay zeka ak\u0131llanmaya devam ederse, bundan sonra ne olacak? Her zaman kontrol etti\u011fimiz bir ara\u00e7 m\u0131 olacak, yoksa bir g\u00fcn tam olarak anlayamad\u0131\u011f\u0131m\u0131z se\u00e7imler yapmaya ba\u015flayabilir mi?<\/p>\n\n\n\n<p>Belki de en b\u00fcy\u00fck soru yapay zekan\u0131n ne yapabilece\u011fi de\u011fil, bizim ona ne yapmas\u0131na izin vermemiz gerekti\u011fidir.<\/p>\n\n\n\n<p>Sen ne d\u00fc\u015f\u00fcn\u00fcyorsun?<\/p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":15,"featured_media":22273,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[31],"tags":[],"class_list":["post-7576","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-helpful-ai-content-tips"],"_links":{"self":[{"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/posts\/7576","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/comments?post=7576"}],"version-history":[{"count":10,"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/posts\/7576\/revisions"}],"predecessor-version":[{"id":22276,"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/posts\/7576\/revisions\/22276"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/media\/22273"}],"wp:attachment":[{"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/media?parent=7576"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/categories?post=7576"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/undetectable.ai/blog\/tr\/wp-json\/wp\/v2\/tags?post=7576"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}