{"id":28975,"date":"2025-09-06T00:30:30","date_gmt":"2025-09-05T21:30:30","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/"},"modified":"2025-09-06T00:30:30","modified_gmt":"2025-09-05T21:30:30","slug":"yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/","title":{"rendered":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?"},"content":{"rendered":"

Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?<\/p>\n

Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla birbirinin yerine kullan\u0131l\u0131rken, asl\u0131nda birbirinden farkl\u0131, hiyerar\u015fik bir ili\u015fkiye sahiptirler. Bu makalede, bu \u00fc\u00e7 kavram\u0131 ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya uygulamalar\u0131yla destekleyerek, konuyu ad\u0131m ad\u0131m anlaman\u0131z\u0131 sa\u011flayaca\u011f\u0131z. Yapay zekan\u0131n g\u00fcc\u00fcn\u00fc anlamak ve bu alanlarda kariyer hedefleyenler i\u00e7in m\u00fckemmel bir yol haritas\u0131 sunaca\u011f\u0131z.<\/p>\n

Yapay Zeka (AI): Nedir ve Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/h2>\n

Yapay zeka, bilgisayar bilimlerinin bir alt dal\u0131 olup, insanlar\u0131n zeka gerektiren i\u015fleri yerine getirebilen makineler geli\u015ftirmeyi hedefler. Bu, problem \u00e7\u00f6zme, \u00f6\u011frenme, planlama, alg\u0131lama ve dil i\u015fleme gibi yetenekleri i\u00e7erir. AI sistemleri, belirli kurallar ve algoritmalara g\u00f6re programlan\u0131rlar ve genellikle belirli bir g\u00f6revi otomatikle\u015ftirmek veya iyile\u015ftirmek i\u00e7in kullan\u0131l\u0131rlar. Ancak, klasik AI sistemleri genellikle \u00f6nceden tan\u0131mlanm\u0131\u015f kurallar k\u00fcmesiyle \u00e7al\u0131\u015f\u0131r ve yeni durumlara veya beklenmedik girdilere uyum sa\u011flamakta zorlan\u0131rlar. Bu durum, daha esnek ve \u00f6\u011frenme yetene\u011fine sahip sistemlere olan ihtiyac\u0131 ortaya koymu\u015ftur. \u00d6rne\u011fin, bir satran\u00e7 oynayan AI sistemi, \u00f6nceden belirlenmi\u015f stratejiler ve olas\u0131l\u0131k a\u011fa\u00e7lar\u0131 kullanarak hamlelerini yaparken, bir s\u00fcr\u00fcc\u00fcye yard\u0131mc\u0131 AI ise, ger\u00e7ek zamanl\u0131 olarak de\u011fi\u015fen trafik ko\u015fullar\u0131na uyum sa\u011flamal\u0131d\u0131r. Bu uyum sa\u011flama yetene\u011fi, makine \u00f6\u011frenmesinin devreye girdi\u011fi noktad\u0131r.<\/p>\n

\u00d6zetle, AI geni\u015f bir alan olup, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme de bu alan\u0131n alt k\u00fcmeleridir. AI sistemleri, insan zekas\u0131n\u0131 taklit ederek karma\u015f\u0131k problemleri \u00e7\u00f6zer, ancak mutlaka \u00f6\u011frenme yetene\u011fine sahip olmak zorunda de\u011fildirler.<\/p>\n

Makine \u00d6\u011frenmesi (ML): Veriden \u00d6\u011frenme S\u00fcreci<\/h2>\n

Makine \u00f6\u011frenmesi, yapay zekan\u0131n bir alt k\u00fcmesi olup, bilgisayar sistemlerinin a\u00e7\u0131k\u00e7a programlanmadan veri setlerinden \u00f6\u011frenmelerine olanak sa\u011flar. ML algoritmalar\u0131, verileri analiz ederek kal\u0131plar ve ili\u015fkiler tespit eder ve bu kal\u0131plar\u0131 kullanarak gelecekteki veriler hakk\u0131nda tahminler yapar veya kararlar al\u0131r. Bu \u00f6\u011frenme s\u00fcreci, denetimli, denetimsiz ve peki\u015ftirmeli \u00f6\u011frenme gibi farkl\u0131 yakla\u015f\u0131mlarla ger\u00e7ekle\u015ftirilebilir.<\/p>\n

* Denetimli \u00d6\u011frenme:<\/strong> Algoritmaya, do\u011fru cevaplarla etiketlenmi\u015f bir veri seti verilir (\u00f6rne\u011fin, kedi resimleri “kedi” etiketiyle, k\u00f6pek resimleri “k\u00f6pek” etiketiyle etiketlenir). Algoritma, bu etiketli verileri kullanarak bir model olu\u015fturur ve yeni, etiketlenmemi\u015f veriler i\u00e7in tahminler yapar.<\/p>\n

* Denetimsiz \u00d6\u011frenme:<\/strong> Algoritmaya etiketlenmemi\u015f veriler verilir ve algoritma kendi ba\u015f\u0131na veri i\u00e7indeki kal\u0131plar\u0131 ve yap\u0131lar\u0131 ke\u015ffeder. \u00d6rne\u011fin, m\u00fc\u015fteri segmentasyonu i\u00e7in denetimsiz \u00f6\u011frenme kullan\u0131labilir.<\/p>\n

* Peki\u015ftirmeli \u00d6\u011frenme:<\/strong> Algoritma, \u00e7evresiyle etkile\u015fim kurarak \u00f6\u011frenir. Eylemlerinin sonu\u00e7lar\u0131na g\u00f6re \u00f6d\u00fcllendirilir veya cezaland\u0131r\u0131l\u0131r ve bu geri bildirime g\u00f6re davran\u0131\u015f\u0131n\u0131 de\u011fi\u015ftirir. \u00d6rne\u011fin, bir robotun dengeyi \u00f6\u011frenmesi veya bir oyun oynamas\u0131 i\u00e7in peki\u015ftirmeli \u00f6\u011frenme kullan\u0131labilir.<\/p>\n

ML, spam filtreleme, doland\u0131r\u0131c\u0131l\u0131k tespiti, t\u0131bbi te\u015fhis ve tahmine dayal\u0131 bak\u0131m gibi bir\u00e7ok uygulama alan\u0131na sahiptir. \u00d6rne\u011fin, bir kredi kart\u0131 \u015firketinin doland\u0131r\u0131c\u0131l\u0131k tespit sistemi, ge\u00e7mi\u015f doland\u0131r\u0131c\u0131l\u0131k olaylar\u0131n\u0131 i\u00e7eren verileri kullanarak, \u015f\u00fcpheli i\u015flemleri tespit edebilir.<\/p>\n

Derin \u00d6\u011frenme (DL): Yapay Sinir A\u011flar\u0131 ve \u00c7ok Katmanl\u0131 Mimari<\/h2>\n

Derin \u00f6\u011frenme, makine \u00f6\u011frenmesinin bir alt k\u00fcmesi olup, yapay sinir a\u011flar\u0131 (YSA) kullan\u0131larak ger\u00e7ekle\u015ftirilir. YSA’lar, insan beyninin yap\u0131s\u0131ndan ilham al\u0131narak tasarlanm\u0131\u015ft\u0131r ve \u00e7ok say\u0131da birbirine ba\u011fl\u0131 d\u00fc\u011f\u00fcm (n\u00f6ron) ve katmandan olu\u015fur. Derin \u00f6\u011frenme, YSA’lar\u0131n derin (\u00e7ok katmanl\u0131) mimarilerinin kullan\u0131lmas\u0131n\u0131 i\u00e7erir. Bu \u00e7ok katmanl\u0131 yap\u0131, derin \u00f6\u011frenme algoritmalar\u0131n\u0131n karma\u015f\u0131k kal\u0131plar\u0131 ve hiyerar\u015fik \u00f6zellikleri \u00f6\u011frenmelerine olanak tan\u0131r.<\/p>\n

Derin \u00f6\u011frenme algoritmalar\u0131, b\u00fcy\u00fck miktarda veriyi i\u015fleyebilir ve karma\u015f\u0131k g\u00f6revleri yerine getirebilir. Bu algoritmalar\u0131n ba\u015far\u0131lar\u0131, b\u00fcy\u00fck veri setlerinin ve hesaplama g\u00fcc\u00fcn\u00fcn art\u0131\u015f\u0131yla birlikte daha da artm\u0131\u015ft\u0131r. \u00d6rne\u011fin, g\u00f6r\u00fcnt\u00fc tan\u0131ma, do\u011fal dil i\u015fleme ve konu\u015fma tan\u0131ma gibi alanlarda b\u00fcy\u00fck ilerlemeler kaydedilmi\u015ftir.<\/p>\n

Derin \u00d6\u011frenme Algoritmalar\u0131 ve Uygulamalar\u0131<\/h3>\n

Bir\u00e7ok farkl\u0131 derin \u00f6\u011frenme algoritmas\u0131 vard\u0131r. Baz\u0131 pop\u00fcler \u00f6rnekler \u015funlard\u0131r:<\/p>\n

* Konvol\u00fcsyonel Sinir A\u011flar\u0131 (CNN’ler):<\/strong> G\u00f6r\u00fcnt\u00fc ve video i\u015flemede kullan\u0131l\u0131r.
\n* Tekrarlayan Sinir A\u011flar\u0131 (RNN’ler):<\/strong> Zaman serileri verilerini ve do\u011fal dil i\u015flemeyi ele al\u0131r.
\n* Uzun K\u0131sa S\u00fcreli Haf\u0131za (LSTM’ler):<\/strong> RNN’lerin bir t\u00fcr\u00fc olup, uzun zaman serilerinde ba\u011f\u0131ml\u0131l\u0131klar\u0131 \u00f6\u011frenmekte daha etkilidir.
\n* \u00d6zyinelemeli Sinir A\u011flar\u0131 (RN’ler):<\/strong> Veri i\u00e7indeki hiyerar\u015fik yap\u0131lar\u0131 \u00f6\u011frenir.<\/p>\n

Derin \u00f6\u011frenme, otonom s\u00fcr\u00fc\u015f, t\u0131bbi g\u00f6r\u00fcnt\u00fc analizi, do\u011fal dil i\u015fleme ve ki\u015fiselle\u015ftirilmi\u015f reklamc\u0131l\u0131k gibi alanlarda kullan\u0131lmaktad\u0131r. \u00d6rne\u011fin, Google Translate, derin \u00f6\u011frenme algoritmalar\u0131 kullanarak metinleri farkl\u0131 dillere \u00e7evirir.<\/p>\n

AI, ML ve DL Aras\u0131ndaki Farklar\u0131 \u00d6zetleme<\/h2>\n

A\u015fa\u011f\u0131daki tablo, \u00fc\u00e7 kavram aras\u0131ndaki temel farklar\u0131 \u00f6zetler:<\/p>\n

| \u00d6zellik | Yapay Zeka (AI) | Makine \u00d6\u011frenmesi (ML) | Derin \u00d6\u011frenme (DL) |
\n|—|—|—|—|
\n| Tan\u0131m<\/strong> | Bilgisayarlar\u0131n insan zekas\u0131n\u0131 taklit etmesi | Bilgisayarlar\u0131n veri setlerinden \u00f6\u011frenmesi | Yapay sinir a\u011flar\u0131 kullanarak veri setlerinden \u00f6\u011frenme |
\n| Y\u00f6ntem<\/strong> | Programlama ile kurallar tan\u0131mlama | Algoritmalar arac\u0131l\u0131\u011f\u0131yla \u00f6\u011frenme | \u00c7ok katmanl\u0131 YSA’lar arac\u0131l\u0131\u011f\u0131yla \u00f6\u011frenme |
\n| Veri Gereksinimi<\/strong> | Gerekli de\u011fil | Gerekli | B\u00fcy\u00fck miktarda veri gerekli |
\n| Hesaplama G\u00fcc\u00fc<\/strong> | Az | Orta | \u00c7ok y\u00fcksek |
\n| \u00d6rnekler<\/strong> | Satran\u00e7 oynayan bir program | Spam filtreleme | G\u00f6r\u00fcnt\u00fc tan\u0131ma |<\/p>\n

AI, ML ve DL \u0130\u00e7in \u00d6\u011frenme Yol Haritas\u0131<\/h2>\n

Bu \u00fc\u00e7 konuda uzmanla\u015fmak i\u00e7in bir \u00f6\u011frenme yol haritas\u0131 a\u015fa\u011f\u0131daki gibidir:<\/p>\n

Yeni Ba\u015flayanlar \u0130\u00e7in<\/h3>\n

* Temel Matematik Kavramlar\u0131:<\/strong> Cebir, olas\u0131l\u0131k, istatistik.
\n* Programlama:<\/strong> Python programlama dilini \u00f6\u011frenmek (NumPy, Pandas k\u00fct\u00fcphaneleri).
\n* Makine \u00d6\u011frenmesi \u0130lkeleri:<\/strong> Denetimli, denetimsiz ve peki\u015ftirmeli \u00f6\u011frenme t\u00fcrlerini anlamak.
\n* \u00c7evrimi\u00e7i Kurslar:<\/strong> Coursera, edX, Udacity gibi platformlarda sunulan giri\u015f seviyesi AI, ML ve DL kurslar\u0131n\u0131 tamamlamak.<\/p>\n

Orta Seviye<\/h3>\n

* \u0130leri Matematik Kavramlar\u0131:<\/strong> Lineer cebir, kalk\u00fcl\u00fcs, optimizasyon.
\n* Makine \u00d6\u011frenmesi Algoritmalar\u0131:<\/strong> Regresyon, s\u0131n\u0131fland\u0131rma, k\u00fcmeleme algoritmalar\u0131n\u0131 detayl\u0131 olarak \u00f6\u011frenmek.
\n* Derin \u00d6\u011frenme \u0130lkeleri:<\/strong> Yapay sinir a\u011flar\u0131, CNN’ler, RNN’ler, LSTM’ler hakk\u0131nda daha derinlemesine bilgi edinmek.
\n* Proje Uygulamalar\u0131:<\/strong> Ger\u00e7ek d\u00fcnya veri setlerini kullanarak \u00e7e\u015fitli makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme projeleri geli\u015ftirmek. \u00d6rne\u011fin, bir g\u00f6r\u00fcnt\u00fc tan\u0131ma sistemi veya bir do\u011fal dil i\u015fleme sistemi geli\u015ftirmek.<\/p>\n

\u0130leri Seviye<\/h3>\n

* \u0130leri Derin \u00d6\u011frenme Konular\u0131:<\/strong> Transfer \u00f6\u011frenme, model optimizasyonu, model se\u00e7imi, model de\u011ferlendirmesi.
\n* B\u00fcy\u00fck Veri \u0130\u015fleme:<\/strong> Hadoop, Spark gibi b\u00fcy\u00fck veri i\u015fleme teknolojilerini \u00f6\u011frenmek.
\n* Yapay Zeka Etikleri ve Uygulamalar\u0131:<\/strong> Yapay zekan\u0131n etik sonu\u00e7lar\u0131n\u0131 ve toplum \u00fczerindeki etkilerini anlamak.
\n* Ara\u015ft\u0131rma Makaleleri:<\/strong> Yapay zeka alan\u0131ndaki son geli\u015fmeleri takip etmek ve ara\u015ft\u0131rma makaleleri okumak.
\n* Derinlemesine Uzmanl\u0131k:<\/strong> Belirli bir AI, ML veya DL alan\u0131nda uzmanla\u015fmak (\u00f6rne\u011fin, do\u011fal dil i\u015fleme veya bilgisayar g\u00f6r\u00fc\u015f\u00fc).<\/p>\n

Ger\u00e7ek D\u00fcnya Vaka Analizleri<\/h2>\n

* Sa\u011fl\u0131k:<\/strong> T\u0131bbi g\u00f6r\u00fcnt\u00fc analizi (X-\u0131\u015f\u0131nlar\u0131, MR’lar) ile hastal\u0131k te\u015fhisi i\u00e7in derin \u00f6\u011frenme algoritmalar\u0131 kullan\u0131l\u0131r. Daha erken ve daha do\u011fru te\u015fhisler m\u00fcmk\u00fcn hale gelir.
\n* Finans:<\/strong> Doland\u0131r\u0131c\u0131l\u0131k tespiti i\u00e7in makine \u00f6\u011frenmesi modelleri, \u015f\u00fcpheli i\u015flemleri tespit ederek mali kay\u0131plar\u0131 azalt\u0131r.
\n* Otomotiv:<\/strong> Otonom s\u00fcr\u00fc\u015f sistemleri, derin \u00f6\u011frenme ve bilgisayar g\u00f6r\u00fc\u015f\u00fc kullanarak \u00e7evreyi alg\u0131lar ve kararlar al\u0131r.
\n* E-ticaret:<\/strong> Ki\u015fiselle\u015ftirilmi\u015f \u00fcr\u00fcn \u00f6nerileri, m\u00fc\u015fteri davran\u0131\u015flar\u0131n\u0131 analiz ederek sat\u0131\u015flar\u0131 art\u0131r\u0131r.<\/p>\n

Sonu\u00e7<\/h2>\n

Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme, birbirini i\u00e7eren ancak birbirinden farkl\u0131 kavramlard\u0131r. Her biri, veri analizi ve problem \u00e7\u00f6zme konusunda farkl\u0131 yeteneklere sahiptir. Bu teknolojiler, \u00e7e\u015fitli sekt\u00f6rlerde devrim yaratmakta ve gelece\u011fin \u015fekillenmesinde \u00f6nemli bir rol oynamaktad\u0131r. Daha fazla bilgi i\u00e7in https:\/\/fatihsoysal.com<\/a> inceleyebilirsiniz.<\/p>\n

S\u0131k\u00e7a Sorulan Sorular<\/h3>\n

1. AI, ML ve DL aras\u0131nda hangisini \u00f6\u011frenmeliyim?<\/strong> Hedeflerinize ve ilgi alanlar\u0131n\u0131za ba\u011fl\u0131d\u0131r. Ba\u015flang\u0131\u00e7ta ML ile ba\u015flamak ve daha sonra DL’ye ge\u00e7mek iyi bir strateji olabilir.<\/p>\n

2. Bu alanlarda uzmanla\u015fmak i\u00e7in ne kadar s\u00fcre gerekir?<\/strong> Bu, \u00f6\u011frenme h\u0131z\u0131n\u0131za ve ne kadar zaman ay\u0131rd\u0131\u011f\u0131n\u0131za ba\u011fl\u0131d\u0131r. Ancak, ciddi bir \u00e7aba gerektiren uzun bir s\u00fcre\u00e7tir.<\/p>\n

3. Hangi programlama dili en iyisidir?<\/strong> Python, AI, ML ve DL i\u00e7in en pop\u00fcler dildir.<\/p>\n

4. B\u00fcy\u00fck bir veri setine ihtiyac\u0131m var m\u0131?<\/strong> DL i\u00e7in b\u00fcy\u00fck veri setleri genellikle gereklidir, ancak ML i\u00e7in daha k\u00fc\u00e7\u00fck veri setleri de kullan\u0131labilir.<\/p>\n

5. Bu teknolojileri nerede kullanabilirim?<\/strong> Bu teknolojiler, \u00e7e\u015fitli sekt\u00f6rlerde bir\u00e7ok farkl\u0131 uygulama alan\u0131 bulmu\u015ftur, \u00f6rne\u011fin sa\u011fl\u0131k, finans, otomotiv ve e-ticaret.<\/p>\n

Yazar: Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir? Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla…","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-28975","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, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?<\/title>\n<meta name=\"description\" content=\"Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla birbirinin yerine kullan\u0131l\u0131rken, asl\u0131nda birbirinden farkl\u0131, hiyerar\u015fik bir ili\u015fkiye sahiptirler. Bu makalede, bu \u00fc\u00e7 kavram\u0131 ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya uygulamalar\u0131yla destekleyerek, konuyu ad\u0131m ad\u0131m anlaman\u0131z\u0131 sa\u011flayaca\u011f\u0131z. Yapay zekan\u0131n g\u00fcc\u00fcn\u00fc anlamak ve bu alanlarda kariyer hedefleyenler i\u00e7in m\u00fckemmel bir yol haritas\u0131 sunaca\u011f\u0131z.\" \/>\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-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?\" \/>\n<meta property=\"og:description\" content=\"Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla birbirinin yerine kullan\u0131l\u0131rken, asl\u0131nda birbirinden farkl\u0131, hiyerar\u015fik bir ili\u015fkiye sahiptirler. Bu makalede, bu \u00fc\u00e7 kavram\u0131 ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya uygulamalar\u0131yla destekleyerek, konuyu ad\u0131m ad\u0131m anlaman\u0131z\u0131 sa\u011flayaca\u011f\u0131z. Yapay zekan\u0131n g\u00fcc\u00fcn\u00fc anlamak ve bu alanlarda kariyer hedefleyenler i\u00e7in m\u00fckemmel bir yol haritas\u0131 sunaca\u011f\u0131z.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-09-05T21:30:30+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-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?\",\"datePublished\":\"2025-09-05T21:30:30+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/\"},\"wordCount\":1519,\"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-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/\",\"name\":\"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-09-05T21:30:30+00:00\",\"description\":\"Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla birbirinin yerine kullan\u0131l\u0131rken, asl\u0131nda birbirinden farkl\u0131, hiyerar\u015fik bir ili\u015fkiye sahiptirler. Bu makalede, bu \u00fc\u00e7 kavram\u0131 ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya uygulamalar\u0131yla destekleyerek, konuyu ad\u0131m ad\u0131m anlaman\u0131z\u0131 sa\u011flayaca\u011f\u0131z. Yapay zekan\u0131n g\u00fcc\u00fcn\u00fc anlamak ve bu alanlarda kariyer hedefleyenler i\u00e7in m\u00fckemmel bir yol haritas\u0131 sunaca\u011f\u0131z.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?\"}]},{\"@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, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?","description":"Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla birbirinin yerine kullan\u0131l\u0131rken, asl\u0131nda birbirinden farkl\u0131, hiyerar\u015fik bir ili\u015fkiye sahiptirler. Bu makalede, bu \u00fc\u00e7 kavram\u0131 ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya uygulamalar\u0131yla destekleyerek, konuyu ad\u0131m ad\u0131m anlaman\u0131z\u0131 sa\u011flayaca\u011f\u0131z. Yapay zekan\u0131n g\u00fcc\u00fcn\u00fc anlamak ve bu alanlarda kariyer hedefleyenler i\u00e7in m\u00fckemmel bir yol haritas\u0131 sunaca\u011f\u0131z.","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-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/","og_locale":"tr_TR","og_type":"article","og_title":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?","og_description":"Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla birbirinin yerine kullan\u0131l\u0131rken, asl\u0131nda birbirinden farkl\u0131, hiyerar\u015fik bir ili\u015fkiye sahiptirler. Bu makalede, bu \u00fc\u00e7 kavram\u0131 ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya uygulamalar\u0131yla destekleyerek, konuyu ad\u0131m ad\u0131m anlaman\u0131z\u0131 sa\u011flayaca\u011f\u0131z. Yapay zekan\u0131n g\u00fcc\u00fcn\u00fc anlamak ve bu alanlarda kariyer hedefleyenler i\u00e7in m\u00fckemmel bir yol haritas\u0131 sunaca\u011f\u0131z.","og_url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/","og_site_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","article_published_time":"2025-09-05T21:30:30+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-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#article","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/"},"author":{"name":"Fatih Soysal","@id":"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1"},"headline":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?","datePublished":"2025-09-05T21:30:30+00:00","mainEntityOfPage":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/"},"wordCount":1519,"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-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/fatihsoysal.com\/blog\/#organization"}},{"@type":"WebPage","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/","url":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/","name":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?","isPartOf":{"@id":"https:\/\/fatihsoysal.com\/blog\/#website"},"datePublished":"2025-09-05T21:30:30+00:00","description":"Yapay zeka, makine \u00f6\u011frenmesi ve derin \u00f6\u011frenme kavramlar\u0131 s\u0131kl\u0131kla birbirinin yerine kullan\u0131l\u0131rken, asl\u0131nda birbirinden farkl\u0131, hiyerar\u015fik bir ili\u015fkiye sahiptirler. Bu makalede, bu \u00fc\u00e7 kavram\u0131 ayr\u0131nt\u0131l\u0131 olarak ele alarak, aralar\u0131ndaki farklar\u0131 a\u00e7\u0131klayacak ve ger\u00e7ek d\u00fcnya uygulamalar\u0131yla destekleyerek, konuyu ad\u0131m ad\u0131m anlaman\u0131z\u0131 sa\u011flayaca\u011f\u0131z. Yapay zekan\u0131n g\u00fcc\u00fcn\u00fc anlamak ve bu alanlarda kariyer hedefleyenler i\u00e7in m\u00fckemmel bir yol haritas\u0131 sunaca\u011f\u0131z.","breadcrumb":{"@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/fatihsoysal.com\/blog\/yapay-zeka-makine-ogrenmesi-ve-derin-ogrenme-fark-nedir\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Anasayfa","item":"https:\/\/fatihsoysal.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Yapay Zeka, Makine \u00d6\u011frenmesi ve Derin \u00d6\u011frenme: Fark Nedir?"}]},{"@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\/28975","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=28975"}],"version-history":[{"count":0,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/posts\/28975\/revisions"}],"wp:attachment":[{"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/media?parent=28975"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/categories?post=28975"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fatihsoysal.com\/blog\/wp-json\/wp\/v2\/tags?post=28975"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}