{"id":9715,"date":"2025-10-17T17:50:00","date_gmt":"2025-10-17T14:50:00","guid":{"rendered":"https:\/\/www.turk.net\/blog\/?p=9715"},"modified":"2025-11-11T17:50:40","modified_gmt":"2025-11-11T14:50:40","slug":"makine-ogrenimi-machine-learning-nedir","status":"publish","type":"post","link":"https:\/\/www.turk.net\/blog\/makine-ogrenimi-machine-learning-nedir\/","title":{"rendered":"Makine \u00d6\u011frenimi (Machine Learning) Nedir?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Bug\u00fcn internette izledi\u011fin diziler, sosyal medyada g\u00f6rd\u00fc\u011f\u00fcn i\u00e7erikler, banka uygulamalar\u0131n\u0131n seni koruma \u015fekli, hatta telefonunun y\u00fcz\u00fcn\u00fc tan\u0131y\u0131p kilidini a\u00e7mas\u0131\u2026 T\u00fcm bunlar\u0131n arkas\u0131nda g\u00f6r\u00fcnmez bir g\u00fc\u00e7 var: makine \u00f6\u011frenimi. Ad\u0131n\u0131 s\u0131k s\u0131k duydu\u011fumuz bu kavram\u0131 belki de fark\u0131nda olmadan her g\u00fcn kullan\u0131yorsun.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Makine \u00f6\u011frenimi; bilgisayarlar\u0131n verilerden \u00f6\u011frenerek karar vermesini sa\u011flayan, yapay zek\u00e2n\u0131n en g\u00fc\u00e7l\u00fc alanlar\u0131ndan biri. Yani ona her \u015feyi tek tek \u00f6\u011fretmiyoruz, o verilerden \u00f6\u011freniyor ve zamanla daha do\u011fru sonu\u00e7lar \u00fcretmeye ba\u015fl\u0131yor.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Makine \u00d6\u011frenimi (Machine Learning) Nedir?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Makine \u00f6\u011frenimi, yapay zek\u00e2n\u0131n bir alt alan\u0131d\u0131r ve bilgisayarlar\u0131n a\u00e7\u0131k\u00e7a kodlanmadan, verilerden \u00f6\u011frenerek karar vermesini sa\u011flar. Yani bir sistem, ge\u00e7mi\u015f verileri analiz eder, aradaki ili\u015fkileri kendisi ke\u015ffeder ve zaman i\u00e7inde performans\u0131n\u0131 geli\u015ftirmeyi \u00f6\u011frenir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Bu sayede makineler; tahmin yapabilir, veri s\u0131n\u0131fland\u0131rabilir, \u00f6neriler sunabilir ve bunu her seferinde daha do\u011fru h\u00e2le getirerek yapar. K\u0131sacas\u0131, makine \u00f6\u011frenimi veriyi deneyim olarak kullan\u0131r ve insanlar m\u00fcdahale etmeden kendini geli\u015ftirir.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Makine \u00d6\u011frenimi Nas\u0131l \u00c7al\u0131\u015f\u0131r?<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Makine \u00f6\u011frenimi, temelde verilerden \u00f6\u011frenen ve \u00f6\u011frendi\u011fini yeni durumlara uygulayan bir sistem gibi \u00e7al\u0131\u015f\u0131r. Bu s\u00fcre\u00e7 ad\u0131m ad\u0131m \u015fu \u015fekilde ilerler:<\/span><\/p>\n<ul>\n<li><b>Veri Toplama ve Haz\u0131rlama: <\/b><span style=\"font-weight: 400;\">Makine \u00f6\u011freniminin yak\u0131t\u0131 veridir. Veri ne kadar do\u011fru ve \u00e7e\u015fitli olursa, model o kadar ba\u015far\u0131l\u0131 sonu\u00e7lar \u00fcretir. Bu y\u00fczden \u00f6nce veriler toplan\u0131r, eksik veya hatal\u0131 olanlar ay\u0131klan\u0131r, ard\u0131ndan modelin anlayabilece\u011fi uygun bir forma getirilir.<\/span><\/li>\n<li><b>Model E\u011fitimi (Training): <\/b><span style=\"font-weight: 400;\">G\u00f6revin t\u00fcr\u00fcne (s\u0131n\u0131fland\u0131rma, regresyon, k\u00fcmeleme vb.) uygun bir makine \u00f6\u011frenimi algoritmas\u0131 se\u00e7ilir. Se\u00e7ilen algoritma, haz\u0131rlanan verilerle beslenir. Algoritma, bu verileri inceleyerek kal\u0131plar\u0131 \u00f6\u011frenir ve i\u00e7 parametrelerini (a\u011f\u0131rl\u0131klar\u0131n\u0131) bu kal\u0131plar\u0131 en iyi temsil edecek \u015fekilde ayarlar. Bu s\u00fcre\u00e7, modelin \u00f6\u011frenme a\u015famas\u0131d\u0131r.<\/span><\/li>\n<li><b>Model De\u011ferlendirmesi: <\/b><span style=\"font-weight: 400;\">Modelin, e\u011fitimde hi\u00e7 g\u00f6rmedi\u011fi yeni bir veri seti (test verisi) \u00fczerinde ne kadar do\u011fru tahminler yapt\u0131\u011f\u0131n\u0131 g\u00f6rmek i\u00e7in performans testleri yap\u0131l\u0131r. Performans\u0131 yetersizse, modelin parametreleri veya kullan\u0131lan algoritma ayarlar\u0131 (hiperparametreler) optimize edilir.<\/span><\/li>\n<li><b>Tahmin Yapma (Inference): <\/b><span style=\"font-weight: 400;\">Ba\u015far\u0131l\u0131 bir \u015fekilde e\u011fitilmi\u015f ve do\u011frulanm\u0131\u015f model, art\u0131k ger\u00e7ek d\u00fcnyadan gelen yeni, bilinmeyen veriler \u00fczerinde tahminler yapmak veya kararlar almak i\u00e7in kullan\u0131labilir. \u00d6rne\u011fin, bir e-postan\u0131n spam olup olmad\u0131\u011f\u0131n\u0131 belirler ya da bir foto\u011fraftaki nesneyi tan\u0131mlar.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">Makine \u00d6\u011frenimi Nerelerde Kullan\u0131l\u0131r? G\u00fcnl\u00fck Hayatta Kullan\u0131m \u00d6rnekleri<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Makine \u00f6\u011frenimi art\u0131k bilim kurgu de\u011fil; her g\u00fcn elimize ald\u0131\u011f\u0131m\u0131z telefonda, izledi\u011fimiz dizide, dinledi\u011fimiz \u015fark\u0131da kar\u015f\u0131m\u0131za \u00e7\u0131k\u0131yor. \u0130\u015fte fark etmeden kulland\u0131\u011f\u0131n en yayg\u0131n \u00f6rnekler:<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">1. Netflix, Spotify ve E-Ticaret \u00d6nerileri<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Netflix\u2019in sana \u00f6zel dizi listesi haz\u0131rlamas\u0131, Spotify\u2019\u0131n ruh h\u00e2line uygun \u015fark\u0131lar \u00f6nermesi ya da al\u0131\u015fveri\u015f sitelerinde \u201cBu \u00fcr\u00fcne bakanlar \u015funlara da bakt\u0131\u201d yaz\u0131s\u0131n\u0131 g\u00f6rmen tesad\u00fcf de\u011fil. Hepsi makine \u00f6\u011freniminin senin davran\u0131\u015flar\u0131n\u0131 analiz edip ki\u015fiselle\u015ftirilmi\u015f i\u00e7erik sunmas\u0131 sayesinde ger\u00e7ekle\u015fir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">2. Y\u00fcz Tan\u0131ma ve Sesli Asistanlar<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Telefonunun y\u00fcz\u00fcn\u00fc tan\u0131y\u0131p kilidi a\u00e7mas\u0131, Google Foto\u011fraflar\u2019\u0131n arkada\u015flar\u0131n\u0131 otomatik grupland\u0131rmas\u0131 ya da Siri&#8217;nin s\u00f6ylediklerini anlay\u0131p cevap vermesi&#8230; Bu sistemler milyonlarca \u00f6rnek \u00fczerinden \u00f6\u011frenir ve her kullan\u0131mda kendini biraz daha geli\u015ftirir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">3. Dil Anlama ve \u00c7eviri (NLP)<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Gmail\u2019in spam e-postalar\u0131 ay\u0131rmas\u0131, Google \u00c7eviri\u2019nin saniyeler i\u00e7inde metin \u00e7evirmesi, sohbet botlar\u0131n\u0131n seninle do\u011fal bir dille konu\u015fabilmesi hep makine \u00f6\u011frenimi ve do\u011fal dil i\u015fleme teknolojilerinin sonucudur.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">4. Sa\u011fl\u0131kta Yapay Zek\u00e2<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">MR ve r\u00f6ntgen g\u00f6r\u00fcnt\u00fclerinde sorunlar\u0131 tespit eden sistemler, doktorlara te\u015fhis deste\u011fi sa\u011flayan yaz\u0131l\u0131mlar, ki\u015fiye \u00f6zel tedavi planlar\u0131; sa\u011fl\u0131kta yapay zek\u00e2 kullan\u0131ma \u00f6rnek verilebilir.<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">5. Bankac\u0131l\u0131k ve G\u00fcvenlik<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Mobil bankac\u0131l\u0131k uygulamalar\u0131 sadece bakiye g\u00f6stermez. Arka planda kredi ba\u015fvurular\u0131n\u0131 de\u011ferlendirir, doland\u0131r\u0131c\u0131l\u0131k giri\u015fimlerini fark eder ve \u015f\u00fcpheli i\u015flemleri an\u0131nda i\u015faretler.\u00a0<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">6. S\u00fcr\u00fcc\u00fcs\u00fcz Ara\u00e7lar<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Otonom ara\u00e7lar \u00e7evrelerini kameralar ve sens\u00f6rlerle alg\u0131lar, yol \u00e7izgilerini ve yayalar\u0131 tan\u0131r, h\u0131zlanma, durma gibi kararlar\u0131 kendisi verir. \u00dcstelik her s\u00fcr\u00fc\u015ften \u00f6\u011frenip daha g\u00fcvenli h\u00e2le gelir.<\/span><\/p>\n<h2><span style=\"font-weight: 400;\">Makine \u00d6\u011freniminin Avantajlar\u0131 Nelerdir?<\/span><\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Makine \u00f6\u011frenimi, b\u00fcy\u00fck veri setlerini insanlardan \u00e7ok daha h\u0131zl\u0131 ve do\u011fru \u015fekilde analiz eder. Milyonlarca veriyi k\u0131sa s\u00fcrede i\u015fleyerek aralar\u0131ndaki ba\u011flant\u0131lar\u0131 bulur ve haftalar s\u00fcrecek analizleri saniyeler i\u00e7inde tamamlar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0130nsanlar\u0131n fark edemeyece\u011fi detayl\u0131 kal\u0131plar\u0131 ve e\u011filimleri yakalar. Bu \u00f6zellik; sa\u011fl\u0131kta hastal\u0131klar\u0131n erken tespiti, i\u015fletmeler i\u00e7in yeni f\u0131rsatlar\u0131n bulunmas\u0131 ya da bilimsel ara\u015ft\u0131rmalarda gizli ili\u015fkilerin ortaya \u00e7\u0131kar\u0131lmas\u0131 gibi alanlarda b\u00fcy\u00fck avantaj sa\u011flar.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Modeller zamanla kendini geli\u015ftirir. Yeni veriler geldik\u00e7e performans artar, hatalar azal\u0131r ve de\u011fi\u015fen ko\u015fullara uyum sa\u011flan\u0131r. \u00d6rne\u011fin, spam filtreleri yeni spam t\u00fcrlerini \u00f6\u011frendik\u00e7e daha ba\u015far\u0131l\u0131 h\u00e2le gelir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Klasik y\u00f6ntemlerle \u00e7\u00f6z\u00fclemeyen karma\u015f\u0131k problemleri ele alabilir. G\u00f6r\u00fcnt\u00fc tan\u0131ma, do\u011fal dil i\u015fleme veya s\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7 sistemlerinde oldu\u011fu gibi kurallar\u0131 tek tek tan\u0131mlamak yerine, \u00e7\u00f6z\u00fcm yolunu verilerden \u00f6\u011frenir.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">Makine \u00d6\u011freniminin Kar\u015f\u0131la\u015ft\u0131\u011f\u0131 Zorluklar<\/span><\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Modelin ba\u015far\u0131s\u0131 kullan\u0131lan verinin kalitesine ba\u011fl\u0131 de\u011fi\u015fir. Eksik, yanl\u0131\u015f, tarafl\u0131 ya da hatal\u0131 veriler yanl\u0131\u015f sonu\u00e7lara yol a\u00e7ar. Veriyi toplamak, temizlemek ve kullan\u0131labilir h\u00e2le getirmek zaman ve maliyet gerektirir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u00d6zellikle derin \u00f6\u011frenme modellerinin neden belirli kararlar ald\u0131\u011f\u0131n\u0131 a\u00e7\u0131klamak zordur. \u201cKara kutu\u201d olarak adland\u0131r\u0131lan bu durum sa\u011fl\u0131k, hukuk veya finans gibi a\u00e7\u0131klama gerektiren alanlarda g\u00fcven sorunlar\u0131na neden olur.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">A\u015f\u0131r\u0131 \u00f6\u011frenme (overfitting) veya eksik \u00f6\u011frenme (underfitting) nedeniyle model ger\u00e7ek hayatta tutars\u0131z sonu\u00e7lar verebilir. Bu durumlarda model ya verileri ezberler ya da temel ili\u015fkileri bile \u00f6\u011frenemez.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">B\u00fcy\u00fck veri \u00fczerinde \u00e7al\u0131\u015fan karma\u015f\u0131k modeller y\u00fcksek i\u015flem g\u00fcc\u00fc ister. GPU, g\u00fc\u00e7l\u00fc i\u015flemciler veya bulut altyap\u0131s\u0131 olmadan bu sistemleri e\u011fitmek zorla\u015f\u0131r ve \u00f6zellikle k\u00fc\u00e7\u00fck \u00f6l\u00e7ekli i\u015fletmeler i\u00e7in maliyetli h\u00e2le gelir.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Ger\u00e7ek d\u00fcnya s\u00fcrekli de\u011fi\u015fti\u011fi i\u00e7in modeller zamanla g\u00fcncelli\u011fini kaybedebilir. Bu y\u00fczden d\u00fczenli izleme, yeni verilerle yeniden e\u011fitme ve g\u00fcncelleme s\u00fcre\u00e7leri zorunludur.<\/span><\/li>\n<\/ul>\n<h2><span style=\"font-weight: 400;\">Makine \u00d6\u011freniminin Gelece\u011fi: Yapay Zek\u00e2 ile Entegrasyon<\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Makine \u00f6\u011frenimi bug\u00fcn hayat\u0131m\u0131z\u0131n bir\u00e7ok alan\u0131nda yer al\u0131yor; ama as\u0131l de\u011fi\u015fim, bu teknolojinin yapay zek\u00e2 ile daha derin bir \u015fekilde birle\u015fmesiyle ya\u015fanacak. \u015eu an kulland\u0131\u011f\u0131m\u0131z \u00f6neri sistemleri, y\u00fcz tan\u0131ma uygulamalar\u0131 veya dil \u00e7eviri ara\u00e7lar\u0131 bu entegrasyonun sadece ba\u015flang\u0131c\u0131.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Yak\u0131n gelecekte makine \u00f6\u011frenimi, sadece verileri analiz eden de\u011fil; ayn\u0131 zamanda \u00f6\u011frenen, tahmin eden ve kendi kendini geli\u015ftirebilen daha otonom sistemlere d\u00f6n\u00fc\u015fecek. Yapay zek\u00e2 ile birle\u015fti\u011finde ise makineler sadece verilen g\u00f6revi yerine getirmeyecek, ba\u011flam\u0131 anlay\u0131p karar verebilecek. Ak\u0131ll\u0131 \u015fehirler, enerji verimlili\u011fi sa\u011flayan altyap\u0131lar, ki\u015fiye \u00f6zel sa\u011fl\u0131k \u00e7\u00f6z\u00fcmleri ve s\u00fcr\u00fcc\u00fcs\u00fcz ara\u00e7lar\u0131n tamamen ba\u011f\u0131ms\u0131z \u00e7al\u0131\u015ft\u0131\u011f\u0131 sistemler bunun bir par\u00e7as\u0131 olacak.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u00d6zetle makine \u00f6\u011frenimi, arka planda s\u00fcrekli veri i\u015fleyen ve ger\u00e7ek zamanl\u0131 sonu\u00e7lar sunan sistemlere dayan\u0131r. Bu teknolojilerin kesintisiz \u00e7al\u0131\u015fabilmesi i\u00e7in g\u00fc\u00e7l\u00fc i\u015flemciler kadar h\u0131zl\u0131 ve kararl\u0131 bir internet ba\u011flant\u0131s\u0131 da b\u00fcy\u00fck \u00f6nem ta\u015f\u0131r. Video platformlar\u0131nda ki\u015fisel \u00f6nerilerin gecikmeden gelmesi, yapay zek\u00e2 tabanl\u0131 asistanlar\u0131n sorular\u0131na an\u0131nda yan\u0131t verebilmesi ya da bulut \u00fczerinde \u00e7al\u0131\u015fan ML modellerinin do\u011fru sonu\u00e7 \u00fcretmesi; t\u00fcm\u00fc internet h\u0131z\u0131n\u0131n ve gecikme s\u00fcresinin performans\u0131yla do\u011frudan ili\u015fkilidir.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Turknet<\/span> <a href=\"https:\/\/www.turk.net\/gigafiber\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">GigaFiber<\/span><\/a><span style=\"font-weight: 400;\"> ile 1.000 Mbps\u2019ye varan simetrik h\u0131zlar, d\u00fc\u015f\u00fck ping ve kararl\u0131 ba\u011flant\u0131 sayesinde makine \u00f6\u011frenimi destekli t\u00fcm dijital deneyimlerden en verimli \u015fekilde yararlanabilirsin. Hemen <\/span><a href=\"https:\/\/www.turk.net\/internet-hiz-altyapi-sorgulama\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">altyap\u0131 sorgulama<\/span><\/a><span style=\"font-weight: 400;\"> yaparak b\u00f6lgen GigaFiber\u2019e uygun mu \u00f6\u011frenebilir, dilersen <\/span><a href=\"https:\/\/www.turk.net\/baska-operatorden-gecis\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">ba\u015fka operat\u00f6rden ge\u00e7i\u015f<\/span><\/a><span style=\"font-weight: 400;\"> avantajlar\u0131ndan faydalanarak Turknet d\u00fcnyas\u0131na ad\u0131m atabilirsin.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ayr\u0131ca GigaFiberlilere \u00f6zel <\/span><a href=\"https:\/\/www.turk.net\/akilli-wifi-deneyimi-smartyfi\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">SmartiFy<\/span><\/a><span style=\"font-weight: 400;\"> hizmetiyle evindeki Wi-Fi kapsama alan\u0131n\u0131 geni\u015fletebilir, sinyalin en zay\u0131f oldu\u011fu odalarda bile yapay zek\u00e2 destekli, kararl\u0131 ve y\u00fcksek performansl\u0131 ba\u011flant\u0131 deneyimi ya\u015fayabilirsin.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bug\u00fcn internette izledi\u011fin diziler, sosyal medyada g\u00f6rd\u00fc\u011f\u00fcn i\u00e7erikler, banka uygulamalar\u0131n\u0131n seni koruma \u015fekli, hatta telefonunun y\u00fcz\u00fcn\u00fc tan\u0131y\u0131p kilidini a\u00e7mas\u0131\u2026 T\u00fcm bunlar\u0131n arkas\u0131nda g\u00f6r\u00fcnmez bir g\u00fc\u00e7 var: makine \u00f6\u011frenimi. Ad\u0131n\u0131 s\u0131k s\u0131k duydu\u011fumuz bu kavram\u0131 belki de fark\u0131nda olmadan her g\u00fcn kullan\u0131yorsun. Makine \u00f6\u011frenimi; bilgisayarlar\u0131n verilerden \u00f6\u011frenerek karar vermesini sa\u011flayan, yapay zek\u00e2n\u0131n en g\u00fc\u00e7l\u00fc alanlar\u0131ndan biri. [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":9716,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-9715","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-teknoloji"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Makine \u00d6\u011frenimi (Machine Learning) Nedir? - Turknet Blog<\/title>\n<meta name=\"description\" content=\"Makine \u00d6\u011frenimi (Machine Learning) medir? 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