{"id":29569,"date":"2025-09-15T23:00:43","date_gmt":"2025-09-15T20:00:43","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/magalu-cloudda-yapay-zeka-is-yuklerini-hizlandirmak-vm-ve-gpular\/"},"modified":"2025-09-15T23:00:43","modified_gmt":"2025-09-15T20:00:43","slug":"magalu-cloudda-yapay-zeka-is-yuklerini-hizlandirmak-vm-ve-gpular","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/magalu-cloudda-yapay-zeka-is-yuklerini-hizlandirmak-vm-ve-gpular\/","title":{"rendered":"Magalu Cloud’da Yapay Zeka \u0130\u015f Y\u00fcklerini H\u0131zland\u0131rmak: VM ve GPU’lar"},"content":{"rendered":"

Magalu Cloud’da Yapay Zeka \u0130\u015f Y\u00fcklerini H\u0131zland\u0131rmak: VM ve GPU’lar<\/p>\n

Yapay zeka uygulamalar\u0131n\u0131n giderek artan karma\u015f\u0131kl\u0131\u011f\u0131 ve veri hacimleri, i\u015fletmelerin y\u00fcksek performansl\u0131 hesaplama g\u00fcc\u00fcne olan ihtiyac\u0131n\u0131 art\u0131r\u0131yor. Bu makalede, Magalu Cloud’un sundu\u011fu sanal makineler (VM) ve grafik i\u015flem birimleri (GPU) ile yapay zeka i\u015f y\u00fcklerinin nas\u0131l h\u0131zland\u0131r\u0131laca\u011f\u0131n\u0131, ad\u0131m ad\u0131m \u00f6rneklerle ve ger\u00e7ek d\u00fcnya senaryolar\u0131yla ele alaca\u011f\u0131z. Magalu Cloud’un \u00f6l\u00e7eklenebilir altyap\u0131s\u0131 ve geli\u015fmi\u015f \u00f6zellikleri sayesinde, i\u015fletmeler yapay zeka projelerini daha h\u0131zl\u0131 ve verimli bir \u015fekilde hayata ge\u00e7irebilirler. Bu rehber, yeni ba\u015flayanlardan deneyimli kullan\u0131c\u0131lara kadar herkes i\u00e7in faydal\u0131 bilgiler sunmaktad\u0131r.<\/p>\n

Magalu Cloud’da Yapay Zeka \u0130\u015f Y\u00fckleri \u0130\u00e7in Temel Kavramlar Nelerdir?<\/h2>\n

Yapay zeka i\u015f y\u00fckleri, genellikle b\u00fcy\u00fck veri setleri \u00fczerinde karma\u015f\u0131k hesaplamalar gerektirir. Bu hesaplamalar\u0131n h\u0131zl\u0131 bir \u015fekilde tamamlanmas\u0131 i\u00e7in y\u00fcksek i\u015flem g\u00fcc\u00fc ve bellek kapasitesi \u015fartt\u0131r. Magalu Cloud, bu ihtiyac\u0131 kar\u015f\u0131lamak i\u00e7in \u00e7e\u015fitli sanal makine (VM) ve grafik i\u015flem birimi (GPU) se\u00e7enekleri sunar. VM’ler, sanalla\u015ft\u0131rma teknolojisi sayesinde fiziksel sunucular\u0131n kaynaklar\u0131n\u0131 sanal olarak payla\u015ft\u0131r\u0131r ve esnek bir altyap\u0131 sa\u011flar. GPU’lar ise, \u00f6zellikle derin \u00f6\u011frenme algoritmalar\u0131 gibi paralel i\u015flem gerektiren g\u00f6revlerde y\u00fcksek performans sunar. \u00d6rne\u011fin, g\u00f6r\u00fcnt\u00fc i\u015fleme, do\u011fal dil i\u015fleme ve tahmine dayal\u0131 analitik gibi yapay zeka uygulamalar\u0131 GPU kullan\u0131m\u0131ndan b\u00fcy\u00fck fayda sa\u011flar. Ancak, do\u011fru VM ve GPU se\u00e7imi, i\u015f y\u00fck\u00fcn\u00fcn \u00f6zelliklerine ve performans gereksinimlerine ba\u011fl\u0131d\u0131r. Yanl\u0131\u015f se\u00e7im, maliyet art\u0131\u015f\u0131na ve performans d\u00fc\u015f\u00fc\u015f\u00fcne yol a\u00e7abilir. Bu nedenle, i\u015f y\u00fck\u00fcn\u00fcz\u00fc dikkatlice analiz edip, Magalu Cloud’un sundu\u011fu \u00e7e\u015fitli se\u00e7enekler aras\u0131ndan do\u011fru olan\u0131 se\u00e7meniz kritik \u00f6neme sahiptir. Daha fazla bilgi i\u00e7in Magalu Cloud dok\u00fcmantasyonuna g\u00f6z atabilirsiniz.<\/p>\n

Magalu Cloud’da VM ve GPU Nas\u0131l Se\u00e7ilir?<\/h2>\n

Uygun VM ve GPU se\u00e7imi, yapay zeka i\u015f y\u00fck\u00fcn\u00fcz\u00fcn performans\u0131n\u0131 do\u011frudan etkiler. \u00d6ncelikle, i\u015f y\u00fck\u00fcn\u00fcz\u00fcn i\u015flem g\u00fcc\u00fc, bellek ve depolama gereksinimlerini belirlemelisiniz. Magalu Cloud, farkl\u0131 i\u015flemci, bellek ve depolama kapasitelerine sahip \u00e7e\u015fitli VM t\u00fcrleri sunar. GPU se\u00e7imi ise i\u015f y\u00fck\u00fcn\u00fcz\u00fcn do\u011fas\u0131na ba\u011fl\u0131d\u0131r. Derin \u00f6\u011frenme modelleri i\u00e7in y\u00fcksek performansl\u0131 NVIDIA GPU’lar tercih edilirken, daha basit i\u015f y\u00fckleri i\u00e7in daha d\u00fc\u015f\u00fck performansl\u0131 GPU’lar yeterli olabilir. \u00d6rne\u011fin, bir g\u00f6r\u00fcnt\u00fc s\u0131n\u0131fland\u0131rma modeli i\u00e7in y\u00fcksek performansl\u0131 bir NVIDIA Tesla V100 GPU’ya ihtiya\u00e7 duyabilirsiniz, ancak bir basit tahmin modeli i\u00e7in daha d\u00fc\u015f\u00fck performansl\u0131 bir GPU yeterli olabilir. Ayr\u0131ca, maliyet fakt\u00f6r\u00fcn\u00fc de g\u00f6z \u00f6n\u00fcnde bulundurmal\u0131s\u0131n\u0131z. Y\u00fcksek performansl\u0131 VM ve GPU’lar daha pahal\u0131 olabilir, bu nedenle ihtiya\u00e7lar\u0131n\u0131za uygun en d\u00fc\u015f\u00fck maliyetli \u00e7\u00f6z\u00fcm\u00fc se\u00e7meye \u00e7al\u0131\u015fmal\u0131s\u0131n\u0131z. Magalu Cloud fiyatland\u0131rma sayfas\u0131n\u0131 inceleyerek farkl\u0131 se\u00e7eneklerin maliyetlerini kar\u015f\u0131la\u015ft\u0131rabilirsiniz. Dikkat etmeniz gereken bir di\u011fer nokta ise, a\u011f bant geni\u015fli\u011fidir. B\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131yorsan\u0131z, y\u00fcksek a\u011f bant geni\u015fli\u011fine sahip bir VM se\u00e7meniz performans\u0131 art\u0131racakt\u0131r. Ayr\u0131ca, Magalu Cloud’un sundu\u011fu y\u00f6netilen hizmetleri de de\u011ferlendirebilirsiniz. Bu hizmetler, VM ve GPU y\u00f6netimini kolayla\u015ft\u0131r\u0131r ve zaman kazand\u0131r\u0131r.<\/p>\n

Yapay Zeka \u0130\u015f Y\u00fckleri \u0130\u00e7in Optimum VM Tipini Belirleme Ad\u0131mlar\u0131<\/h3>\n
    \n
  1. \u0130\u015f y\u00fck\u00fcn\u00fcz\u00fcn CPU, bellek ve depolama gereksinimlerini belirleyin.<\/li>\n
  2. \u0130\u015f y\u00fck\u00fcn\u00fcz\u00fcn paralel i\u015flem g\u00fcc\u00fcne olan ihtiyac\u0131n\u0131 de\u011ferlendirin (GPU gerekli mi?).<\/li>\n
  3. Magalu Cloud’un sundu\u011fu farkl\u0131 VM t\u00fcrlerini inceleyin ve gereksinimlerinize en uygun olan\u0131 se\u00e7in.<\/li>\n
  4. Maliyet fakt\u00f6r\u00fcn\u00fc g\u00f6z \u00f6n\u00fcnde bulundurarak, optimum fiyat\/performans oran\u0131n\u0131 sa\u011flayan VM’yi se\u00e7in.<\/li>\n
  5. A\u011f bant geni\u015fli\u011fi gereksinimlerinizi de\u011ferlendirin ve uygun bir a\u011f ba\u011flant\u0131s\u0131 se\u00e7in.<\/li>\n<\/ol>\n

    Magalu Cloud’da Yapay Zeka \u0130\u015f Y\u00fcklerini Da\u011f\u0131tmak \u0130\u00e7in Pratik Bir \u00d6rnek<\/h2>\n

    Diyelim ki, bir e-ticaret \u015firketinde \u00e7al\u0131\u015f\u0131yorsunuz ve \u00fcr\u00fcn resimlerini otomatik olarak s\u0131n\u0131fland\u0131rmak i\u00e7in bir derin \u00f6\u011frenme modeli e\u011fitmek istiyorsunuz. Bu i\u015flem, b\u00fcy\u00fck bir veri setini i\u015flemeyi ve karma\u015f\u0131k hesaplamalar\u0131 ger\u00e7ekle\u015ftirmeyi gerektirir. Magalu Cloud’da bu g\u00f6revi ger\u00e7ekle\u015ftirmek i\u00e7in \u00f6ncelikle, NVIDIA Tesla V100 GPU’lara sahip y\u00fcksek performansl\u0131 bir VM \u00f6rne\u011fi olu\u015fturursunuz. Ard\u0131ndan, derin \u00f6\u011frenme \u00e7er\u00e7evesi TensorFlow veya PyTorch’\u00fc kullanarak modelinizi e\u011fitebilirsiniz. Magalu Cloud’un sundu\u011fu \u00f6l\u00e7eklenebilir altyap\u0131 sayesinde, modelinizi e\u011fitmek i\u00e7in gereken hesaplama g\u00fcc\u00fcn\u00fc kolayca \u00f6l\u00e7ekleyebilirsiniz. E\u011fitim i\u015flemi tamamland\u0131ktan sonra, modeli Magalu Cloud’da bar\u0131nd\u0131rabilir ve ger\u00e7ek zamanl\u0131 olarak \u00fcr\u00fcn resimlerini s\u0131n\u0131fland\u0131rmak i\u00e7in kullanabilirsiniz. Bu i\u015flem, insan m\u00fcdahalesi gerektirmeden h\u0131zl\u0131 ve verimli bir \u015fekilde ger\u00e7ekle\u015fir. A\u015fa\u011f\u0131da basit bir Python \u00f6rne\u011fi bulunmaktad\u0131r:<\/p>\n

    import tensorflow as tf\n\n# Modelin y\u00fcklenmesi ve e\u011fitimi...\nmodel = tf.keras.models.load_model(\"my_model.h5\")\nmodel.fit(train_data, train_labels, epochs=10)\n\n# Modelin kaydedilmesi...\nmodel.save(\"trained_model.h5\")<\/pre>\n
    <\/code><\/p>\n
    Magalu Cloud'da Yapay Zeka \u0130\u015f Y\u00fcklerini Optimizasyon \u0130pu\u00e7lar\u0131<\/h2>\n
    Magalu Cloud'da yapay zeka i\u015f y\u00fcklerinin performans\u0131n\u0131 optimize etmek i\u00e7in birka\u00e7 \u00f6nemli ipucu bulunmaktad\u0131r.  \u00d6ncelikle, do\u011fru VM ve GPU t\u00fcr\u00fcn\u00fc se\u00e7mek \u00e7ok \u00f6nemlidir.  \u0130\u015f y\u00fck\u00fcn\u00fcz\u00fcn gereksinimlerine uygun olmayan bir VM veya GPU kullanmak, performans sorunlar\u0131na yol a\u00e7abilir.  \u0130kinci olarak, kodunuzu optimize etmek performans\u0131 art\u0131rabilir.  Paralel programlama tekniklerini kullanarak, i\u015f y\u00fck\u00fcn\u00fcz\u00fc farkl\u0131 i\u015flemcilere da\u011f\u0131tabilir ve i\u015flem s\u00fcresini k\u0131saltabilirsiniz.  \u00dc\u00e7\u00fcnc\u00fc olarak, verilerinizi \u00f6nceden i\u015flemek performans\u0131 art\u0131rabilir.  B\u00fcy\u00fck veri setlerini i\u015flerken, verilerinizi \u00f6nceden i\u015flemek, model e\u011fitim s\u00fcresini \u00f6nemli \u00f6l\u00e7\u00fcde k\u0131saltabilir.  D\u00f6rd\u00fcnc\u00fc olarak, Magalu Cloud'un sundu\u011fu geli\u015fmi\u015f \u00f6zelliklerden yararlan\u0131n.  \u00d6rne\u011fin, da\u011f\u0131t\u0131lm\u0131\u015f depolama \u00e7\u00f6z\u00fcmleri, b\u00fcy\u00fck veri setlerinin verimli bir \u015fekilde i\u015flenmesine yard\u0131mc\u0131 olabilir. Be\u015finci olarak, d\u00fczenli performans izleme ve analizleri yap\u0131n. \u0130\u015f y\u00fck\u00fcn\u00fcz\u00fcn performans\u0131n\u0131 d\u00fczenli olarak izleyerek, darbo\u011fazlar\u0131 tespit edebilir ve performans\u0131 art\u0131rabilirsiniz.<\/p>\n
    Ger\u00e7ek D\u00fcnya Senaryolar\u0131: Vaka Analizleri<\/h2>\n
    Bir perakende \u015firketinin \u00fcr\u00fcn \u00f6nerilerinde derin \u00f6\u011frenme kullan\u0131m\u0131 d\u00fc\u015f\u00fcn\u00fcn. Geleneksel y\u00f6ntemler yetersiz kal\u0131rken, Magalu Cloud'daki GPU destekli VM'ler sayesinde milyonlarca \u00fcr\u00fcn ve m\u00fc\u015fteri verisi \u00fczerinde karma\u015f\u0131k modeller e\u011fitilerek ki\u015fiselle\u015ftirilmi\u015f \u00f6neriler olu\u015fturulabilir. Bu, sat\u0131\u015flar\u0131n artmas\u0131na ve m\u00fc\u015fteri memnuniyetinin y\u00fckselmesine katk\u0131 sa\u011flar.  Bir di\u011fer senaryo ise, bir finans kurulu\u015funun sahtekarl\u0131k tespiti i\u00e7in geli\u015fmi\u015f bir yapay zeka sistemi geli\u015ftirmek olabilir. Magalu Cloud'un \u00f6l\u00e7eklenebilir yap\u0131s\u0131 sayesinde, b\u00fcy\u00fck miktardaki i\u015flem verileri analiz edilip, ger\u00e7ek zamanl\u0131 sahtekarl\u0131k tespiti sa\u011flanabilir, b\u00f6ylece b\u00fcy\u00fck mali kay\u0131plardan ka\u00e7\u0131n\u0131labilir.  Son olarak, bir sa\u011fl\u0131k kurulu\u015fu, t\u0131bbi g\u00f6r\u00fcnt\u00fc analizinde derin \u00f6\u011frenme kullanarak hastal\u0131klar\u0131n erken te\u015fhisine y\u00f6nelik bir sistem geli\u015ftirebilir. Magalu Cloud'un y\u00fcksek performansl\u0131 hesaplama kaynaklar\u0131, karma\u015f\u0131k t\u0131bbi g\u00f6r\u00fcnt\u00fc analizlerini h\u0131zland\u0131rarak, daha h\u0131zl\u0131 ve do\u011fru te\u015fhisler yap\u0131lmas\u0131na olanak tan\u0131r.<\/p>\n
    Magalu Cloud'da Yapay Zeka G\u00fcvenli\u011fi<\/h2>\n
    Dikkat!<\/strong>  Magalu Cloud'da yapay zeka i\u015f y\u00fcklerinizin g\u00fcvenli\u011fini sa\u011flamak i\u00e7in gerekli \u00f6nlemleri alman\u0131z \u00e7ok \u00f6nemlidir.  G\u00fcvenlik duvarlar\u0131, eri\u015fim kontrolleri ve \u015fifreleme gibi g\u00fcvenlik \u00f6nlemlerini kullanarak, yetkisiz eri\u015fimi \u00f6nleyebilir ve verilerinizi koruyabilirsiniz.  Ayr\u0131ca, g\u00fcncel g\u00fcvenlik yamalar\u0131n\u0131 uygulamak ve d\u00fczenli g\u00fcvenlik taramalar\u0131 yapmak da g\u00fcvenli\u011fi art\u0131r\u0131r.  Magalu Cloud'un sundu\u011fu g\u00fcvenlik \u00f6zellikleri hakk\u0131nda daha fazla bilgi edinmek i\u00e7in, Magalu Cloud dok\u00fcmantasyonuna g\u00f6z atabilirsiniz.  Verilerinizin gizlili\u011fi ve g\u00fcvenli\u011fi, yapay zeka projelerinizin ba\u015far\u0131s\u0131 i\u00e7in kritik \u00f6neme sahiptir.<\/p>\n
    \u00d6\u011frenme Yol Haritas\u0131<\/h2>\n
    Yeni Ba\u015flayanlar \u0130\u00e7in:<\/h3>\n
    Magalu Cloud hesab\u0131 olu\u015fturma, temel VM t\u00fcrlerini anlama, basit bir Python kodu ile yapay zeka modelinin nas\u0131l \u00e7al\u0131\u015ft\u0131r\u0131laca\u011f\u0131 ve Magalu Cloud dok\u00fcmantasyonunu kullanma.  Temel kavramlar\u0131 kavrayarak, daha ileri seviye konulara ge\u00e7meye haz\u0131r olacaks\u0131n\u0131z.<\/p>\n
    Orta Seviye:<\/h3>\n
    Farkl\u0131 VM ve GPU t\u00fcrlerini kar\u015f\u0131la\u015ft\u0131rma, GPU kullan\u0131m\u0131n\u0131 optimize etme teknikleri, derin \u00f6\u011frenme \u00e7er\u00e7evelerinin kullan\u0131m\u0131 (TensorFlow, PyTorch), basit bir yapay zeka modeli e\u011fitme ve da\u011f\u0131tma,  performans izleme ve analizleri yapma.<\/p>\n
    \u0130leri Seviye:<\/h3>\n
    Da\u011f\u0131t\u0131lm\u0131\u015f e\u011fitim teknikleri, model optimizasyonu,  Magalu Cloud'un geli\u015fmi\u015f \u00f6zelliklerini kullanma (\u00f6rne\u011fin, da\u011f\u0131t\u0131lm\u0131\u015f depolama),  g\u00fcvenlik \u00f6nlemlerinin uygulanmas\u0131,  karma\u015f\u0131k ger\u00e7ek d\u00fcnya senaryolar\u0131nda yapay zeka \u00e7\u00f6z\u00fcmleri geli\u015ftirme ve performans sorunlar\u0131n\u0131 giderme.<\/p>\n
    Sonu\u00e7<\/h2>\n
    Magalu Cloud, yapay zeka i\u015f y\u00fcklerini h\u0131zland\u0131rmak i\u00e7in g\u00fc\u00e7l\u00fc bir platform sunar.  VM ve GPU'lar\u0131n do\u011fru kombinasyonu ile, i\u015fletmeler yapay zeka projelerini daha h\u0131zl\u0131 ve verimli bir \u015fekilde hayata ge\u00e7irebilirler.  Bu makalede ele al\u0131nan ipu\u00e7lar\u0131 ve teknikler, yapay zeka i\u015f y\u00fcklerinizin performans\u0131n\u0131 optimize etmenize yard\u0131mc\u0131 olacakt\u0131r. Ancak unutmay\u0131n ki, s\u00fcrekli \u00f6\u011frenme ve geli\u015ftirme, bu alanda ba\u015far\u0131 i\u00e7in \u00e7ok \u00f6nemlidir.<\/p>\n
    S\u0131k\u00e7a Sorulan Sorular<\/h3>\n
      \n
    • Magalu Cloud'da hangi GPU'lar mevcuttur?<\/strong> Magalu Cloud, NVIDIA'n\u0131n \u00e7e\u015fitli GPU'lar\u0131n\u0131 sunmaktad\u0131r.  Spesifik modeller ve kapasiteler i\u00e7in Magalu Cloud dok\u00fcmantasyonuna bakabilirsiniz.<\/li>\n
    • Magalu Cloud'un fiyatland\u0131rmas\u0131 nas\u0131l \u00e7al\u0131\u015f\u0131r?<\/strong> Magalu Cloud, kullan\u0131m\u0131 baz\u0131nda fiyatland\u0131rma modeli kullanmaktad\u0131r.  Fiyatlar, se\u00e7ti\u011finiz VM ve GPU t\u00fcr\u00fcne, kullan\u0131m s\u00fcresine ve di\u011fer fakt\u00f6rlere ba\u011fl\u0131 olarak de\u011fi\u015fir.<\/li>\n
    • Magalu Cloud'da yapay zeka modelini nas\u0131l da\u011f\u0131tabilirim?<\/strong> Magalu Cloud, yapay zeka modellerini da\u011f\u0131tmak i\u00e7in \u00e7e\u015fitli y\u00f6ntemler sunmaktad\u0131r.  Bunlar aras\u0131nda,  API'ler ve makine \u00f6\u011frenmesi servisleri bulunmaktad\u0131r.<\/li>\n
    • Magalu Cloud'da g\u00fcvenlik nas\u0131l sa\u011flan\u0131r?<\/strong> Magalu Cloud, g\u00fcvenlik duvarlar\u0131, eri\u015fim kontrolleri ve \u015fifreleme gibi \u00e7e\u015fitli g\u00fcvenlik \u00f6zellikleri sunmaktad\u0131r.  Daha fazla bilgi i\u00e7in Magalu Cloud dok\u00fcmantasyonuna bakabilirsiniz.<\/li>\n
    • Magalu Cloud'da destek alabilirim mi?<\/strong> Evet, Magalu Cloud teknik destek ekibi, platformla ilgili sorular\u0131n\u0131zda size yard\u0131mc\u0131 olabilir.<\/li>\n<\/ul>\n
      Yazar: Fatih Soysal<\/p>\n","protected":false},"excerpt":{"rendered":"Magalu Cloud’da Yapay Zeka \u0130\u015f Y\u00fcklerini H\u0131zland\u0131rmak: VM ve GPU’lar Yapay zeka uygulamalar\u0131n\u0131n giderek artan karma\u015f\u0131kl\u0131\u011f\u0131 ve veri…","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-29569","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\nMagalu Cloud'da Yapay Zeka \u0130\u015f Y\u00fcklerini H\u0131zland\u0131rmak: VM ve GPU'lar<\/title>\n<meta name=\"description\" content=\"Yapay zeka uygulamalar\u0131n\u0131n giderek artan karma\u015f\u0131kl\u0131\u011f\u0131 ve veri hacimleri, i\u015fletmelerin y\u00fcksek performansl\u0131 hesaplama g\u00fcc\u00fcne olan ihtiyac\u0131n\u0131 art\u0131r\u0131yor. Bu makalede, Magalu Cloud'un sundu\u011fu sanal makineler (VM) ve grafik i\u015flem birimleri (GPU) ile yapay zeka i\u015f y\u00fcklerinin nas\u0131l h\u0131zland\u0131r\u0131laca\u011f\u0131n\u0131, ad\u0131m ad\u0131m \u00f6rneklerle ve ger\u00e7ek d\u00fcnya senaryolar\u0131yla ele alaca\u011f\u0131z. Magalu Cloud'un \u00f6l\u00e7eklenebilir altyap\u0131s\u0131 ve geli\u015fmi\u015f \u00f6zellikleri sayesinde, i\u015fletmeler yapay zeka projelerini daha h\u0131zl\u0131 ve verimli bir \u015fekilde hayata ge\u00e7irebilirler. Bu rehber, yeni ba\u015flayanlardan deneyimli kullan\u0131c\u0131lara kadar herkes i\u00e7in faydal\u0131 bilgiler sunmaktad\u0131r.\" \/>\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\/magalu-cloudda-yapay-zeka-is-yuklerini-hizlandirmak-vm-ve-gpular\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Magalu Cloud'da Yapay Zeka \u0130\u015f Y\u00fcklerini H\u0131zland\u0131rmak: VM ve GPU'lar\" \/>\n<meta property=\"og:description\" content=\"Yapay zeka uygulamalar\u0131n\u0131n giderek artan karma\u015f\u0131kl\u0131\u011f\u0131 ve veri hacimleri, i\u015fletmelerin y\u00fcksek performansl\u0131 hesaplama g\u00fcc\u00fcne olan ihtiyac\u0131n\u0131 art\u0131r\u0131yor. 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