{"id":28919,"date":"2025-09-05T06:02:31","date_gmt":"2025-09-05T03:02:31","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/"},"modified":"2025-09-05T06:02:31","modified_gmt":"2025-09-05T03:02:31","slug":"yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/","title":{"rendered":"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek"},"content":{"rendered":"

Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek<\/p>\n

G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme alanlar\u0131ndaki h\u0131zl\u0131 ilerlemeler, makinelerin d\u00fcnyay\u0131 insanlara benzer \u015fekilde “g\u00f6rme” ve yorumlama yetene\u011fini sa\u011fl\u0131yor. Bu teknolojiler, t\u0131p te\u015fhisinden otonom ara\u00e7lara kadar geni\u015f bir yelpazede devrim yarat\u0131yor. Ancak, bu karma\u015f\u0131k alanlar\u0131 anlamak i\u00e7in sa\u011flam bir temel olu\u015fturmak gerekiyor. Bu makale, yapay zeka, bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin temellerini, uygulamalar\u0131n\u0131 ve ileri konular\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile destekleyecektir.<\/p>\n

Bilgisayar G\u00f6r\u00fcs\u00fcn\u00fcn Temelleri: Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\n

Bilgisayar g\u00f6r\u00fcs\u00fc, dijital g\u00f6r\u00fcnt\u00fclerden ve videolardan anlaml\u0131 bilgiler \u00e7\u0131karmay\u0131 ama\u00e7layan bir bilgisayar bilimi dal\u0131d\u0131r. \u0130nsanlar gibi, nesneleri tan\u0131mak, hareketleri takip etmek ve sahneleri anlamak i\u00e7in g\u00f6rsel verileri i\u015fler. Bu i\u015flem, genellikle a\u015fa\u011f\u0131daki ad\u0131mlar\u0131 i\u00e7erir:<\/p>\n

* G\u00f6r\u00fcnt\u00fc Yakalama:<\/strong> Dijital kameralar, taray\u0131c\u0131lar veya di\u011fer cihazlar taraf\u0131ndan g\u00f6r\u00fcnt\u00fclerin dijital ortama aktar\u0131lmas\u0131.
\n* \u00d6n \u0130\u015fleme:<\/strong> G\u00fcr\u00fclt\u00fc azaltma, renk d\u00fczeltme ve kenar tespiti gibi i\u015flemlerle g\u00f6r\u00fcnt\u00fcn\u00fcn kalitesinin iyile\u015ftirilmesi.
\n* \u00d6zellik \u00c7\u0131kar\u0131m\u0131:<\/strong> G\u00f6r\u00fcnt\u00fcdeki \u00f6nemli \u00f6zellikleri (\u00f6rne\u011fin, k\u00f6\u015feler, kenarlar, dokular) tespit etmek.
\n* S\u0131n\u0131fland\u0131rma ve Tan\u0131ma:<\/strong> \u00c7\u0131kar\u0131lan \u00f6zelliklere dayal\u0131 olarak nesnelerin, y\u00fczlerin veya olaylar\u0131n tan\u0131nmas\u0131 ve s\u0131n\u0131fland\u0131r\u0131lmas\u0131.
\n* Nesne Alg\u0131lama:<\/strong> G\u00f6r\u00fcnt\u00fcde belirli nesnelerin konumunun ve s\u0131n\u0131rlar\u0131n\u0131n tespiti.
\n* Sahne Anlama:<\/strong> G\u00f6r\u00fcnt\u00fcn\u00fcn i\u00e7eri\u011finin genel olarak yorumlanmas\u0131 ve ba\u011flam\u0131n\u0131n anla\u015f\u0131lmas\u0131.<\/p>\n

\u00d6rne\u011fin, bir otonom ara\u00e7ta kullan\u0131lan bilgisayar g\u00f6r\u00fcs\u00fc sistemi, yol i\u015faretlerini, yaya ve di\u011fer ara\u00e7lar\u0131 tan\u0131mlayarak g\u00fcvenli s\u00fcr\u00fc\u015f\u00fc sa\u011flar.<\/p>\n

Derin \u00d6\u011frenme: Bilgisayar G\u00f6r\u00fcs\u00fcn\u00fcn \u0130tici G\u00fcc\u00fc<\/h2>\n

Derin \u00f6\u011frenme, bilgisayar g\u00f6r\u00fcs\u00fcnde devrim yaratan bir makine \u00f6\u011frenmesi tekni\u011fidir. Yapay sinir a\u011flar\u0131 (YSA) ad\u0131 verilen \u00e7ok katmanl\u0131 yap\u0131lar kullanarak, karma\u015f\u0131k desenleri ve \u00f6zellikleri otomatik olarak \u00f6\u011frenir. Bu a\u011flar, b\u00fcy\u00fck miktarda veri \u00fczerinde e\u011fitilerek, g\u00f6r\u00fcnt\u00fclerdeki ince ayr\u0131nt\u0131lar\u0131 bile alg\u0131layabilir ve s\u0131n\u0131fland\u0131rabilirler.<\/p>\n

Derin \u00f6\u011frenme, \u00f6zellikle konvol\u00fcsyonel sinir a\u011flar\u0131 (CNN’ler)<\/strong> kullanarak bilgisayar g\u00f6r\u00fcs\u00fcnde b\u00fcy\u00fck ba\u015far\u0131lar elde etmi\u015ftir. CNN’ler, g\u00f6r\u00fcnt\u00fclerin uzamsal yap\u0131s\u0131n\u0131 yakalamak i\u00e7in \u00f6zel olarak tasarlanm\u0131\u015ft\u0131r ve nesne tan\u0131ma, nesne alg\u0131lama ve g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma gibi g\u00f6revlerde \u00fcst\u00fcn performans g\u00f6sterirler. \u00d6rne\u011fin, bir kedi resmini tan\u0131mak i\u00e7in CNN, resmin piksellerindeki desenleri analiz eder ve kedinin karakteristik \u00f6zelliklerini (g\u00f6zler, kulak, burun vb.) tan\u0131yarak kedi oldu\u011funu belirler.<\/p>\n

Uygulamal\u0131 \u00d6rnekler: Ger\u00e7ek D\u00fcnya Senaryolar\u0131<\/h2>\n

Bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin uygulamalar\u0131 son derece geni\u015ftir. \u0130\u015fte baz\u0131 ger\u00e7ek d\u00fcnya \u00f6rnekleri:<\/p>\n

* T\u0131p:<\/strong> Kanserli h\u00fccreleri tespit etmek, t\u0131bbi g\u00f6r\u00fcnt\u00fcleme sonu\u00e7lar\u0131n\u0131 analiz etmek ve hastal\u0131k te\u015fhisi i\u00e7in yard\u0131mc\u0131 olmak.
\n* Otonom Ara\u00e7lar:<\/strong> Yol i\u015faretlerini tan\u0131mak, yaya ve di\u011fer ara\u00e7lar\u0131 alg\u0131lamak, \u015ferit takip etmek ve g\u00fcvenli bir \u015fekilde s\u00fcr\u00fc\u015f yapmak.
\n* G\u00fcvenlik:<\/strong> Y\u00fcz tan\u0131ma, nesne tan\u0131ma ve hareket tespiti ile g\u00fcvenlik sistemleri geli\u015ftirmek.
\n* Tar\u0131m:<\/strong> Mahsul verimini izlemek, hastal\u0131klar\u0131 tespit etmek ve otomatik hasat sistemleri geli\u015ftirmek.
\n* Perakende:<\/strong> M\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz etmek, raf stoklar\u0131n\u0131 takip etmek ve ki\u015fiselle\u015ftirilmi\u015f al\u0131\u015fveri\u015f deneyimleri sunmak.<\/p>\n

Kod \u00d6rne\u011fi: Python ile G\u00f6r\u00fcnt\u00fc \u0130\u015fleme<\/h2>\n

A\u015fa\u011f\u0131daki Python kodu, OpenCV k\u00fct\u00fcphanesi kullanarak bir g\u00f6r\u00fcnt\u00fcdeki gri tonlamalar\u0131 ters \u00e7evirmeyi g\u00f6stermektedir:<\/p>\n

import cv2\n\n# G\u00f6r\u00fcnt\u00fcy\u00fc oku\nimg = cv2.imread(\"image.jpg\", cv2.IMREAD_GRAYSCALE)\n\n# Gri tonlamalar\u0131 ters \u00e7evir\ninverted_img = 255 - img\n\n# G\u00f6r\u00fcnt\u00fcy\u00fc g\u00f6ster\ncv2.imshow(\"Inverted Image\", inverted_img)\ncv2.waitKey(0)\ncv2.destroyAllWindows()<\/pre>\n
<\/code><\/p>\n
Bu kod, \u00f6ncelikle bir g\u00f6r\u00fcnt\u00fcy\u00fc gri tonlamal\u0131 olarak okur ve ard\u0131ndan her pikselin de\u011ferini 255'ten \u00e7\u0131kararak gri tonlamalar\u0131n\u0131 ters \u00e7evirir.  Sonras\u0131nda ise ters \u00e7evrilmi\u015f g\u00f6r\u00fcnt\u00fcy\u00fc ekranda g\u00f6sterir.  Daha karma\u015f\u0131k i\u015flemler i\u00e7in,  TensorFlow veya PyTorch gibi derin \u00f6\u011frenme k\u00fct\u00fcphaneleri kullan\u0131labilir.<\/p>\n
\u0130leri D\u00fczey Konular:  Derinlemesine \u0130nceleme<\/h2>\n
Bilgisayar g\u00f6r\u00fcs\u00fcnde ileri d\u00fczey konular, daha karma\u015f\u0131k algoritmalar ve teknikler gerektirir:<\/p>\n
* Nesne Alg\u0131laman\u0131n Geli\u015fmi\u015f Teknikleri:<\/strong> YOLO (You Only Look Once), Faster R-CNN gibi nesne alg\u0131lama modelleri.
\n* G\u00f6r\u00fcnt\u00fc Segmentasyonu:<\/strong>  G\u00f6r\u00fcnt\u00fcdeki her pikseli bir s\u0131n\u0131fa atayarak nesnelerin tam s\u0131n\u0131rlar\u0131n\u0131 belirleme.
\n* 3B Bilgisayar G\u00f6r\u00fcs\u00fc:<\/strong> 3 boyutlu ortamlar\u0131 ve nesneleri anlama.
\n* Transfer \u00d6\u011frenme:<\/strong>  \u00d6nceden e\u011fitilmi\u015f modelleri yeni g\u00f6revlere uyarlama.
\n* Generatif Modeller (GAN'lar):<\/strong>  Yeni g\u00f6r\u00fcnt\u00fcler \u00fcretmek.<\/p>\n
Bu ileri teknikler, daha y\u00fcksek do\u011fruluk ve daha karma\u015f\u0131k g\u00f6revlerin \u00e7\u00f6z\u00fcm\u00fc i\u00e7in kullan\u0131l\u0131r.  \u00d6rne\u011fin, otonom ara\u00e7larda kullan\u0131lan nesne alg\u0131lama sistemleri,  \u00e7evresel ko\u015fullara (\u0131\u015f\u0131k, hava durumu) kar\u015f\u0131 daha dayan\u0131kl\u0131 olmalar\u0131 i\u00e7in geli\u015fmi\u015f algoritmalar kullan\u0131r.<\/p>\n
\u00d6\u011frenme Yol Haritas\u0131<\/h2>\n
Bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmeyi \u00f6\u011frenmek i\u00e7in izleyebilece\u011finiz bir yol haritas\u0131 a\u015fa\u011f\u0131daki gibidir:<\/p>\n
Yeni Ba\u015flayan:<\/strong><\/p>\n
1. Python programlama dilini \u00f6\u011frenin.
\n2. Lineer cebir ve olas\u0131l\u0131k-istatistik temellerini \u00f6\u011frenin.
\n3. OpenCV k\u00fct\u00fcphanesini ve temel g\u00f6r\u00fcnt\u00fc i\u015fleme tekniklerini \u00f6\u011frenin.
\n4. Makine \u00f6\u011frenmesinin temel kavramlar\u0131n\u0131 \u00f6\u011frenin.<\/p>\n
Orta Seviye:<\/strong><\/p>\n
1. Derin \u00f6\u011frenmenin temel prensiplerini \u00f6\u011frenin.
\n2. TensorFlow veya PyTorch gibi derin \u00f6\u011frenme k\u00fct\u00fcphanelerini kullanmay\u0131 \u00f6\u011frenin.
\n3. CNN'ler ve RNN'ler gibi farkl\u0131 YSA mimarilerini anlay\u0131n.
\n4. K\u00fc\u00e7\u00fck \u00f6l\u00e7ekli bir projede derin \u00f6\u011frenme modelini e\u011fitin.<\/p>\n
\u0130leri Seviye:<\/strong><\/p>\n
1. Geli\u015fmi\u015f derin \u00f6\u011frenme tekniklerini \u00f6\u011frenin (\u00f6rne\u011fin, transfer \u00f6\u011frenme, GAN'lar).
\n2. B\u00fcy\u00fck veri k\u00fcmelerini i\u015fleme ve model optimizasyonu tekniklerini \u00f6\u011frenin.
\n3. Derin \u00f6\u011frenme modellerinin performans\u0131n\u0131 de\u011ferlendirme y\u00f6ntemlerini \u00f6\u011frenin.
\n4. Karma\u015f\u0131k ger\u00e7ek d\u00fcnya problemlerini \u00e7\u00f6zmek i\u00e7in derin \u00f6\u011frenme modellerini uygulay\u0131n.<\/p>\n
Sonu\u00e7<\/h2>\n
Bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme, h\u0131zl\u0131 bir \u015fekilde geli\u015fen ve bir\u00e7ok sekt\u00f6rde devrim yaratan g\u00fc\u00e7l\u00fc teknolojilerdir.  Bu makale, bu alanlar\u0131n temel kavramlar\u0131n\u0131, uygulamalar\u0131n\u0131 ve ileri d\u00fczey konular\u0131n\u0131 \u00f6zetlemi\u015ftir.  Daha fazla bilgi i\u00e7in,  [https:\/\/fatihsoysal.com](https:\/\/fatihsoysal.com) adresini ziyaret edebilirsiniz.<\/p>\n
S\u0131k\u00e7a Sorulan Sorular (SSS)<\/h3>\n
* Soru:<\/strong> Bilgisayar g\u00f6r\u00fcs\u00fcnde hangi programlama dilleri kullan\u0131l\u0131r?
\n* Cevap:<\/strong> Python, en yayg\u0131n kullan\u0131lan programlama dilidir, \u00e7\u00fcnk\u00fc zengin k\u00fct\u00fcphaneler sunmaktad\u0131r (\u00f6rne\u011fin OpenCV, TensorFlow, PyTorch).  C++ ve Java da kullan\u0131l\u0131r, ancak Python'\u0131n pop\u00fclaritesi daha y\u00fcksektir.<\/p>\n
* Soru:<\/strong> Derin \u00f6\u011frenme modelleri i\u00e7in ne kadar veri gerekir?
\n* Cevap:<\/strong> Gerekli veri miktar\u0131, \u00e7\u00f6z\u00fclmek istenen problem ve modelin karma\u015f\u0131kl\u0131\u011f\u0131na ba\u011fl\u0131d\u0131r.  Genel olarak, daha b\u00fcy\u00fck veri k\u00fcmeleri, daha iyi performans sa\u011flar.<\/p>\n
* Soru:<\/strong> Bilgisayar g\u00f6r\u00fcs\u00fc sistemlerinin g\u00fcvenli\u011fi nas\u0131l sa\u011flan\u0131r?
\n* Cevap:<\/strong>  G\u00fcvenlik, veri gizlili\u011fi ve modelin g\u00fcvenilirli\u011finin sa\u011flanmas\u0131 i\u00e7in \u00e7e\u015fitli \u00f6nlemler al\u0131nmal\u0131d\u0131r.  Veri gizlili\u011fi i\u00e7in \u015fifreleme ve anonimle\u015ftirme teknikleri kullan\u0131labilir. Modelin g\u00fcvenilirli\u011fi ise, do\u011frulama ve test a\u015famalar\u0131nda dikkatlice de\u011ferlendirilmelidir.<\/p>\n
* Soru:<\/strong>  Derin \u00f6\u011frenme modelinin e\u011fitimi ne kadar s\u00fcrer?
\n* Cevap:<\/strong>  E\u011fitim s\u00fcresi, veri k\u00fcmesinin boyutu, modelin karma\u015f\u0131kl\u0131\u011f\u0131 ve kullan\u0131lan donan\u0131m\u0131n g\u00fcc\u00fcne ba\u011fl\u0131 olarak de\u011fi\u015fir.  Dakikalar ile g\u00fcnler aras\u0131nda de\u011fi\u015febilir.<\/p>\n
* Soru:<\/strong> Bilgisayar g\u00f6r\u00fcs\u00fcn\u00fcn gelece\u011fi nas\u0131l g\u00f6r\u00fcn\u00fcyor?
\n* Cevap:<\/strong>  Bilgisayar g\u00f6r\u00fcs\u00fcn\u00fcn gelece\u011fi parlak g\u00f6r\u00fcn\u00fcyor.  Yapay zeka ve derin \u00f6\u011frenmedeki s\u00fcrekli geli\u015fmeler, daha geli\u015fmi\u015f ve g\u00fc\u00e7l\u00fc sistemlerin ortaya \u00e7\u0131kmas\u0131n\u0131 sa\u011flayacakt\u0131r.  \u00d6rne\u011fin, daha ger\u00e7ek\u00e7i sanal ger\u00e7eklik ve art\u0131r\u0131lm\u0131\u015f ger\u00e7eklik deneyimleri, daha ak\u0131ll\u0131 otonom sistemler ve daha geli\u015fmi\u015f t\u0131bbi g\u00f6r\u00fcnt\u00fcleme teknikleri gibi uygulamalar beklenebilir.<\/p>\n
Yazar: Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve…","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-28919","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nYapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek<\/title>\n<meta name=\"description\" content=\"G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme alanlar\u0131ndaki h\u0131zl\u0131 ilerlemeler, makinelerin d\u00fcnyay\u0131 insanlara benzer \u015fekilde "g\u00f6rme" ve yorumlama yetene\u011fini sa\u011fl\u0131yor. Bu teknolojiler, t\u0131p te\u015fhisinden otonom ara\u00e7lara kadar geni\u015f bir yelpazede devrim yarat\u0131yor. Ancak, bu karma\u015f\u0131k alanlar\u0131 anlamak i\u00e7in sa\u011flam bir temel olu\u015fturmak gerekiyor. Bu makale, yapay zeka, bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin temellerini, uygulamalar\u0131n\u0131 ve ileri konular\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile destekleyecektir.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek\" \/>\n<meta property=\"og:description\" content=\"G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme alanlar\u0131ndaki h\u0131zl\u0131 ilerlemeler, makinelerin d\u00fcnyay\u0131 insanlara benzer \u015fekilde "g\u00f6rme" ve yorumlama yetene\u011fini sa\u011fl\u0131yor. Bu teknolojiler, t\u0131p te\u015fhisinden otonom ara\u00e7lara kadar geni\u015f bir yelpazede devrim yarat\u0131yor. Ancak, bu karma\u015f\u0131k alanlar\u0131 anlamak i\u00e7in sa\u011flam bir temel olu\u015fturmak gerekiyor. Bu makale, yapay zeka, bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin temellerini, uygulamalar\u0131n\u0131 ve ileri konular\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile destekleyecektir.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-05T03:02:31+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek\",\"datePublished\":\"2025-09-05T03:02:31+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/\"},\"wordCount\":1374,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/\",\"name\":\"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-09-05T03:02:31+00:00\",\"description\":\"G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme alanlar\u0131ndaki h\u0131zl\u0131 ilerlemeler, makinelerin d\u00fcnyay\u0131 insanlara benzer \u015fekilde \\\"g\u00f6rme\\\" ve yorumlama yetene\u011fini sa\u011fl\u0131yor. Bu teknolojiler, t\u0131p te\u015fhisinden otonom ara\u00e7lara kadar geni\u015f bir yelpazede devrim yarat\u0131yor. Ancak, bu karma\u015f\u0131k alanlar\u0131 anlamak i\u00e7in sa\u011flam bir temel olu\u015fturmak gerekiyor. Bu makale, yapay zeka, bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin temellerini, uygulamalar\u0131n\u0131 ve ileri konular\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile destekleyecektir.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek","description":"G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme alanlar\u0131ndaki h\u0131zl\u0131 ilerlemeler, makinelerin d\u00fcnyay\u0131 insanlara benzer \u015fekilde \"g\u00f6rme\" ve yorumlama yetene\u011fini sa\u011fl\u0131yor. Bu teknolojiler, t\u0131p te\u015fhisinden otonom ara\u00e7lara kadar geni\u015f bir yelpazede devrim yarat\u0131yor. Ancak, bu karma\u015f\u0131k alanlar\u0131 anlamak i\u00e7in sa\u011flam bir temel olu\u015fturmak gerekiyor. Bu makale, yapay zeka, bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin temellerini, uygulamalar\u0131n\u0131 ve ileri konular\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile destekleyecektir.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/","og_locale":"tr_TR","og_type":"article","og_title":"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek","og_description":"G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme alanlar\u0131ndaki h\u0131zl\u0131 ilerlemeler, makinelerin d\u00fcnyay\u0131 insanlara benzer \u015fekilde \"g\u00f6rme\" ve yorumlama yetene\u011fini sa\u011fl\u0131yor. Bu teknolojiler, t\u0131p te\u015fhisinden otonom ara\u00e7lara kadar geni\u015f bir yelpazede devrim yarat\u0131yor. Ancak, bu karma\u015f\u0131k alanlar\u0131 anlamak i\u00e7in sa\u011flam bir temel olu\u015fturmak gerekiyor. Bu makale, yapay zeka, bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin temellerini, uygulamalar\u0131n\u0131 ve ileri konular\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile destekleyecektir.","og_url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-09-05T03:02:31+00:00","author":"Fatih Soysal","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Fatih Soysal","Tahmini okuma s\u00fcresi":"7 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek","datePublished":"2025-09-05T03:02:31+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/"},"wordCount":1374,"commentCount":0,"publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"inLanguage":"tr","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/","url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/","name":"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-09-05T03:02:31+00:00","description":"G\u00fcn\u00fcm\u00fczde yapay zeka (YZ), bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenme alanlar\u0131ndaki h\u0131zl\u0131 ilerlemeler, makinelerin d\u00fcnyay\u0131 insanlara benzer \u015fekilde \"g\u00f6rme\" ve yorumlama yetene\u011fini sa\u011fl\u0131yor. Bu teknolojiler, t\u0131p te\u015fhisinden otonom ara\u00e7lara kadar geni\u015f bir yelpazede devrim yarat\u0131yor. Ancak, bu karma\u015f\u0131k alanlar\u0131 anlamak i\u00e7in sa\u011flam bir temel olu\u015fturmak gerekiyor. Bu makale, yapay zeka, bilgisayar g\u00f6r\u00fcs\u00fc ve derin \u00f6\u011frenmenin temellerini, uygulamalar\u0131n\u0131 ve ileri konular\u0131n\u0131 ad\u0131m ad\u0131m a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya \u00f6rnekleri ile destekleyecektir.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-bilgisayar-gorusu-ve-derin-ogrenme-algoritmalar-ile-dunyayi-gormek\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Yapay Zeka, Bilgisayar G\u00f6r\u00fcs\u00fc ve Derin \u00d6\u011frenme: Algoritmalar \u0130le D\u00fcnyay\u0131 G\u00f6rmek"}]},{"@type":"WebSite","@id":"https:\/\/fatihsoysal.com\/blog\/#website","url":"https:\/\/fatihsoysal.com\/blog\/","name":"Fatihsoysal.com","description":"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim","publisher":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"tr"},{"@type":["Person","Organization"],"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1","name":"Fatih Soysal","image":{"@type":"ImageObject","inLanguage":"tr","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/","url":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","contentUrl":"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png","width":512,"height":512,"caption":"Fatih Soysal"},"logo":{"@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/"},"description":"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.","url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/"}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/28919","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/comments?post=28919"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/28919\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=28919"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=28919"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=28919"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}