{"id":8251,"date":"2024-12-31T22:15:14","date_gmt":"2024-12-31T19:15:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/"},"modified":"2024-12-31T22:15:14","modified_gmt":"2024-12-31T19:15:14","slug":"2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/","title":{"rendered":"2025’te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap"},"content":{"rendered":"

<\/p>\n

2025’te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap<\/p>\n

Merhaba, ben Fatih Soysal. Makine \u00f6\u011frenmesi alan\u0131ndaki h\u0131zl\u0131 geli\u015fmeler g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, bu alanda \u00e7al\u0131\u015fan m\u00fchendislerin s\u00fcrekli \u00f6\u011frenmesi ve kendini g\u00fcncellemesi olduk\u00e7a \u00f6nemli. Bu nedenle, 2025 y\u0131l\u0131nda her makine \u00f6\u011frenmesi m\u00fchendisinin k\u00fct\u00fcphanesinde olmas\u0131 gereken 10 temel kitab\u0131 sizler i\u00e7in derledim. Bu liste, hem temel konular\u0131 sa\u011flamla\u015ft\u0131rmak hem de ileri seviye konularda uzmanla\u015fmak isteyenler i\u00e7in ideal bir rehber niteli\u011findedir. Ayr\u0131ca, listedeki kitaplar\u0131n her birini detayl\u0131 olarak ele alarak, sizlere faydal\u0131 bilgiler sunaca\u011f\u0131m.<\/p>\n

Temel Kitaplar:<\/h2>\n
    \n
  1. “Elements of Statistical Learning” (Trevor Hastie, Robert Tibshirani, Jerome Friedman):<\/strong> \u0130statistiksel \u00f6\u011frenmenin temellerini anlamak i\u00e7in olmazsa olmaz bir kaynak. Bu kitap, makine \u00f6\u011frenmesinin istatistiksel temellerini sa\u011flam bir \u015fekilde a\u00e7\u0131kl\u0131yor ve bir\u00e7ok temel algoritman\u0131n matematiksel arka plan\u0131n\u0131 detayl\u0131 bir \u015fekilde ele al\u0131yor. \u00d6zellikle regresyon, s\u0131n\u0131fland\u0131rma ve k\u00fcmeleme gibi konularda olduk\u00e7a kapsaml\u0131 bir bilgi sunuyor. Kitab\u0131n Web Sitesi<\/a><\/li>\n
  2. “Pattern Recognition and Machine Learning” (Christopher Bishop):<\/strong> Makine \u00f6\u011frenmesinin geni\u015f bir yelpazesini kapsayan, olduk\u00e7a kapsaml\u0131 ve matematiksel bir kitap. Bayes yakla\u015f\u0131m\u0131, destek vekt\u00f6r makineleri ve sinir a\u011flar\u0131 gibi konular\u0131 ele al\u0131yor. Bu kitap, teorik temelleri sa\u011flamla\u015ft\u0131rmak isteyenler i\u00e7in idealdir. <\/li>\n
  3. “Deep Learning” (Ian Goodfellow, Yoshua Bengio, Aaron Courville):<\/strong> Derin \u00f6\u011frenmenin temel prensiplerini \u00f6\u011frenmek isteyenler i\u00e7in m\u00fckemmel bir rehber. Bu kitap, derin \u00f6\u011frenme algoritmalar\u0131n\u0131n matematiksel temellerini a\u00e7\u0131kl\u0131yor ve \u00e7e\u015fitli uygulamalara de\u011finiyor. Konular\u0131n anla\u015f\u0131l\u0131rl\u0131\u011f\u0131 ve kapsaml\u0131l\u0131\u011f\u0131yla \u00f6ne \u00e7\u0131k\u0131yor. Kitab\u0131n Web Sitesi<\/a><\/li>\n<\/ol>\n

    \u0130leri Seviye Konular \u0130\u00e7in:<\/h2>\n
      \n
    1. “Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow” (Aur\u00e9lien G\u00e9ron):<\/strong> Pratik uygulamalara odaklanan bu kitap, pop\u00fcler Python k\u00fct\u00fcphaneleri olan Scikit-learn, Keras ve TensorFlow kullanarak makine \u00f6\u011frenmesi projeleri geli\u015ftirmeyi \u00f6\u011fretiyor. Teorik bilginizi prati\u011fe d\u00f6kmek i\u00e7in harika bir kaynak. <\/li>\n
    2. “Introduction to Machine Learning with Python” (Andreas C. M\u00fcller & Sarah Guido):<\/strong> Python dilini kullanarak makine \u00f6\u011frenmesi algoritmalar\u0131n\u0131 uygulama konusunda pratik bir yakla\u015f\u0131m sunuyor. Basit \u00f6rneklerle ba\u015flayan kitap, ilerleyen b\u00f6l\u00fcmlerde daha karma\u015f\u0131k konular\u0131 ele al\u0131yor.<\/li>\n
    3. “Python Machine Learning” (Sebastian Raschka & Vahid Mirjalili):<\/strong> Bu kitap, makine \u00f6\u011frenmesinin temel kavramlar\u0131n\u0131 ve Python ile uygulamalar\u0131n\u0131 a\u00e7\u0131klay\u0131c\u0131 bir \u015fekilde ele al\u0131yor. Veri \u00f6n i\u015fleme, model se\u00e7imi ve de\u011ferlendirme gibi \u00f6nemli konulara odaklan\u0131yor.<\/li>\n<\/ol>\n

      Spesifik Alanlara Odaklanan Kitaplar:<\/h2>\n
        \n
      1. “Reinforcement Learning: An Introduction” (Richard S. Sutton & Andrew G. Barto):<\/strong> Takviyeli \u00f6\u011frenmenin temel prensiplerini ve algoritmalar\u0131n\u0131 a\u00e7\u0131klayan kapsaml\u0131 bir kaynak. Bu alanda uzmanla\u015fmak isteyenler i\u00e7in m\u00fckemmel bir ba\u015flang\u0131\u00e7 noktas\u0131d\u0131r.<\/li>\n
      2. “Probabilistic Graphical Models: Principles and Techniques” (Daphne Koller & Nir Friedman):<\/strong> Olas\u0131l\u0131k grafik modelleri hakk\u0131nda kapsaml\u0131 bir anlay\u0131\u015f sunuyor. Bu modeller, \u00f6zellikle karma\u015f\u0131k verileri modellemek ve \u00e7\u0131kar\u0131m yapmak i\u00e7in kullan\u0131l\u0131r. <\/li>\n
      3. “The Hundred-Page Machine Learning Book” (Andriy Burkov):<\/strong> Makine \u00f6\u011frenmesinin temel kavramlar\u0131n\u0131 k\u0131sa ve \u00f6z bir \u015fekilde a\u00e7\u0131klayan, h\u0131zl\u0131 bir \u015fekilde genel bir bak\u0131\u015f kazanmak isteyenler i\u00e7in ideal bir kitap. \u00d6zet niteli\u011finde olmas\u0131 sebebiyle di\u011fer kitaplarla birlikte kullan\u0131lmas\u0131 \u00f6nerilir.<\/li>\n<\/ol>\n

        Bu 10 kitap, 2025 y\u0131l\u0131nda makine \u00f6\u011frenmesi m\u00fchendislerinin ihtiya\u00e7 duydu\u011fu geni\u015f bir bilgi yelpazesi sunuyor. Unutmay\u0131n ki, s\u00fcrekli \u00f6\u011frenme bu alanda ba\u015far\u0131l\u0131 olman\u0131n anahtar\u0131d\u0131r. Bu kitaplar\u0131 okuyarak ve pratik yaparak, kendinizi bu dinamik alanda s\u00fcrekli geli\u015ftirebilirsiniz. Ba\u015far\u0131lar dilerim!<\/p>\n

        Daha fazla makale ve kaynak i\u00e7in fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.<\/p>\n

        #Etiketler<\/h3>\n

        #Makine\u00d6\u011frenmesi #YapayZeka #Derin\u00d6\u011frenme #VeriBilimi #Kitap\u00d6nerileri #M\u00fchendislik #2025 #TemelKitaplar #Python #\u0130statistiksel\u00d6\u011frenme<\/p>\n

        <\/body>
        \n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"2025’te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap Merhaba, ben Fatih Soysal. Makine \u00f6\u011frenmesi alan\u0131ndaki h\u0131zl\u0131 geli\u015fmeler g\u00f6z…","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-8251","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"\n2025'te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap<\/title>\n<meta name=\"description\" content=\"Merhaba, ben Fatih Soysal. Makine \u00f6\u011frenmesi alan\u0131ndaki h\u0131zl\u0131 geli\u015fmeler g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, bu alanda \u00e7al\u0131\u015fan m\u00fchendislerin s\u00fcrekli \u00f6\u011frenmesi ve kendini g\u00fcncellemesi olduk\u00e7a \u00f6nemli. Bu nedenle, 2025 y\u0131l\u0131nda her makine \u00f6\u011frenmesi m\u00fchendisinin k\u00fct\u00fcphanesinde olmas\u0131 gereken 10 temel kitab\u0131 sizler i\u00e7in derledim. Bu liste, hem temel konular\u0131 sa\u011flamla\u015ft\u0131rmak hem de ileri seviye konularda uzmanla\u015fmak isteyenler i\u00e7in ideal bir rehber niteli\u011findedir. Ayr\u0131ca, listedeki kitaplar\u0131n her birini detayl\u0131 olarak ele alarak, sizlere faydal\u0131 bilgiler sunaca\u011f\u0131m.\" \/>\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\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"2025'te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap\" \/>\n<meta property=\"og:description\" content=\"Merhaba, ben Fatih Soysal. Makine \u00f6\u011frenmesi alan\u0131ndaki h\u0131zl\u0131 geli\u015fmeler g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, bu alanda \u00e7al\u0131\u015fan m\u00fchendislerin s\u00fcrekli \u00f6\u011frenmesi ve kendini g\u00fcncellemesi olduk\u00e7a \u00f6nemli. Bu nedenle, 2025 y\u0131l\u0131nda her makine \u00f6\u011frenmesi m\u00fchendisinin k\u00fct\u00fcphanesinde olmas\u0131 gereken 10 temel kitab\u0131 sizler i\u00e7in derledim. Bu liste, hem temel konular\u0131 sa\u011flamla\u015ft\u0131rmak hem de ileri seviye konularda uzmanla\u015fmak isteyenler i\u00e7in ideal bir rehber niteli\u011findedir. Ayr\u0131ca, listedeki kitaplar\u0131n her birini detayl\u0131 olarak ele alarak, sizlere faydal\u0131 bilgiler sunaca\u011f\u0131m.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-12-31T19:15:14+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=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"2025’te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap\",\"datePublished\":\"2024-12-31T19:15:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/\"},\"wordCount\":621,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/#respond\"]}],\"copyrightYear\":\"2024\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/\",\"name\":\"2025'te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2024-12-31T19:15:14+00:00\",\"description\":\"Merhaba, ben Fatih Soysal. 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Ayr\u0131ca, listedeki kitaplar\u0131n her birini detayl\u0131 olarak ele alarak, sizlere faydal\u0131 bilgiler sunaca\u011f\u0131m.","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\/2025te-makine-ogrenmesi-muhendisleri-icin-10-temel-kitap\/","og_locale":"tr_TR","og_type":"article","og_title":"2025'te Makine \u00d6\u011frenmesi M\u00fchendisleri \u0130\u00e7in 10 Temel Kitap","og_description":"Merhaba, ben Fatih Soysal. Makine \u00f6\u011frenmesi alan\u0131ndaki h\u0131zl\u0131 geli\u015fmeler g\u00f6z \u00f6n\u00fcne al\u0131nd\u0131\u011f\u0131nda, bu alanda \u00e7al\u0131\u015fan m\u00fchendislerin s\u00fcrekli \u00f6\u011frenmesi ve kendini g\u00fcncellemesi olduk\u00e7a \u00f6nemli. 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