{"id":45,"date":"2021-07-11T14:52:03","date_gmt":"2021-07-11T14:52:03","guid":{"rendered":"https:\/\/blog.metu.edu.tr\/tanrikul\/?p=45"},"modified":"2021-08-28T17:33:34","modified_gmt":"2021-08-28T17:33:34","slug":"eylul-projesi-icin-kitap-guncellemesi","status":"publish","type":"post","link":"https:\/\/blog.metu.edu.tr\/tanrikul\/2021\/07\/11\/eylul-projesi-icin-kitap-guncellemesi\/","title":{"rendered":"Eyl\u00fcl Projesi \u0130\u00e7in Kitap G\u00fcncellemesi"},"content":{"rendered":"

2020 Y\u0131l\u0131nda yazd\u0131\u011f\u0131m iki adet kitab\u0131 Eyl\u00fcl Projesi i\u00e7in g\u00fcncellemeye ba\u015flad\u0131m. Derin \u00f6\u011frenmede ge\u00e7en s\u00fcre i\u00e7inde ciddi yenilikler oldu. Kitaplara yeni b\u00f6l\u00fcmler ekledim. Giri\u015f k\u0131s\u0131mlar\u0131n\u0131 da biraz daha k\u0131saltt\u0131m.<\/p>\n

    \n
  1. Kitap Yapay Sinir A\u011flar\u0131 ve Derin \u00d6\u011frenme<\/strong><\/li>\n<\/ol>\n

    \"\"<\/a>Kitap  5 ana b\u00f6l\u00fcmden olu\u015fuyor.<\/span><\/span><\/p>\n

    1. B\u00f6l\u00fcm – Derin \u00d6\u011frenmeye Giri\u015f
    \n<\/span>2. B\u00f6l\u00fcm – Yapay Sinir A\u011flar\u0131
    \n<\/span>\u00d6zel B\u00f6l\u00fcm  – Python ile Vekt\u00f6rle\u015ftirme
    \n<\/span>3. B\u00f6l\u00fcm – S\u0131\u011f Yapay Sinir A\u011flar\u0131 <\/span>
    \n<\/span>4. B\u00f6l\u00fcm – Derin Yapay Sinir A\u011flar\u0131 <\/span>
    \n<\/span><\/strong><\/p>\n

     <\/p>\n

     <\/span><\/strong><\/p>\n

     <\/p>\n

           2. Keras ile Derin \u00d6\u011frenme ve Yapay Sinir A\u011flar\u0131<\/strong><\/p>\n

    \"\"<\/p>\n

    Birinci kitab\u0131n uygulamalar\u0131n\u0131 yapabilece\u011finiz bir kitap olarak tasarland\u0131.<\/p>\n

    B\u00f6l\u00fcm 1 – Derin \u00d6\u011frenmeye Giri\u015f
    \n<\/span>\uf0b7 <\/span>Derin \u00d6\u011frenmeye Giri\u015f
    \n<\/span>\uf0b7 <\/span>Biyolojik Sinir A\u011flar\u0131
    \n<\/span>\uf0b7 <\/span>Yapay Sinir A\u011flar\u0131 – \u0130leri Yay\u0131lma
    \n<\/span>\uf0b7 <\/span>Lab 1 \u2013 Yapay Sinir A\u011flar\u0131 \u2013 \u0130leri Yay\u0131lma
    \n<\/span><\/p>\n

    B\u00f6l\u00fcm  2 – Yapay Sinir A\u011flar\u0131
    \n<\/span>\uf0b7 <\/span>Gradient Descent (Dereceli al\u00e7alma )
    \n<\/span>\uf0b7 <\/span>Backpropagation
    \n<\/span>\uf0b7 <\/span>Gradyant\u0131n Yok Olmas\u0131 (Vanishing Gradient)
    \n<\/span>\uf0b7 <\/span>Aktivasyon Fonksiyonlar\u0131
    \n<\/span><\/p>\n

    B\u00f6l\u00fcm 3 – Derin \u00d6\u011frenme K\u00fct\u00fcphaneleri
    \n<\/span>\uf0b7 <\/span>Derin \u00d6\u011frenme K\u00fct\u00fcphanelerine Giri\u015f
    \n<\/span>\uf0b7 <\/span>Keras ile Regresyon Modelleri
    \n<\/span>\uf0b7 <\/span>Keras ile S\u0131n\u0131fland\u0131rma Modelleri
    \n<\/span>\uf0b7 <\/span>Lab 2 \u2013 Keras ile Regresyon Modelleri
    \n<\/span>\uf0b7 <\/span>Lab 3 \u2013 Keras ile S\u0131n\u0131fland\u0131rma Modelleri
    \n<\/span><\/p>\n

    B\u00f6l\u00fcml 4 – Derin \u00d6\u011frenme Modelleri
    \n<\/span><\/p>\n

    \uf0b7 S\u0131\u011f ve Derin A\u011flar<\/span><\/p>\n

    Denetimli \u00d6\u011frenme Modelleri
    \n\uf0b7 <\/span>Evri\u015fimli Sinir A\u011flar\u0131 (Convolutional Neural Networks)
    \n<\/span>\uf0b7 <\/span>Tekrarlayan Sinir A\u011flar\u0131 (Recurrent Neural Networks)
    \n<\/span>Denetimsiz \u00d6\u011frenme Modelleri
    \n<\/span>\uf0b7 <\/span>Autoencoders
    \n<\/span>\uf0b7 <\/span>Lab 4 \u2013 Keras ile Evri\u015fimsel Sinir A\u011flar\u0131<\/span><\/p>\n

    G\u00fcncellemeler bitince kitaplar yeni  kapaklar\u0131 ile derslerde kullan\u0131ma haz\u0131r olacakt\u0131r.<\/p>\n","protected":false},"excerpt":{"rendered":"

    2020 Y\u0131l\u0131nda yazd\u0131\u011f\u0131m iki adet kitab\u0131 Eyl\u00fcl Projesi i\u00e7in g\u00fcncellemeye ba\u015flad\u0131m. Derin \u00f6\u011frenmede ge\u00e7en s\u00fcre i\u00e7inde ciddi yenilikler oldu. Kitaplara yeni b\u00f6l\u00fcmler ekledim. Giri\u015f k\u0131s\u0131mlar\u0131n\u0131 da biraz daha k\u0131saltt\u0131m. Kitap Yapay Sinir A\u011flar\u0131 ve Derin \u00d6\u011frenme Kitap  5 ana b\u00f6l\u00fcmden olu\u015fuyor. 1. B\u00f6l\u00fcm – Derin \u00d6\u011frenmeye Giri\u015f 2. B\u00f6l\u00fcm –… Continue reading → <\/span><\/a><\/p>\n","protected":false},"author":1077,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_links_to":"","_links_to_target":""},"categories":[6,7],"tags":[],"class_list":["post-45","post","type-post","status-publish","format-standard","hentry","category-egitim","category-yapay-zeka"],"_links":{"self":[{"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/posts\/45","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/users\/1077"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/comments?post=45"}],"version-history":[{"count":0,"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/posts\/45\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/media?parent=45"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/categories?post=45"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.metu.edu.tr\/tanrikul\/wp-json\/wp\/v2\/tags?post=45"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}