{"id":1216,"date":"2025-07-16T21:21:04","date_gmt":"2025-07-16T18:21:04","guid":{"rendered":"https:\/\/kamp.linux.org.tr\/2025-yaz\/?page_id=1216"},"modified":"2025-07-17T16:18:58","modified_gmt":"2025-07-17T13:18:58","slug":"python-ile-yapay-zeka","status":"publish","type":"page","link":"https:\/\/kamp.linux.org.tr\/2025-yaz\/kurslar\/python-ile-yapay-zeka\/","title":{"rendered":"Python ile Yapay Zeka"},"content":{"rendered":"\n

Kurslara kay\u0131t olmak i\u00e7in t\u0131klay\u0131n<\/a><\/p>\n\n\n\n

E\u011fitmenler: Arma\u011fan Karabina<\/h3>\n\n\n\n

Kat\u0131l\u0131mc\u0131lar i\u00e7in \u00f6n-\u015fartlar<\/strong><\/h3>\n\n\n\n
    \n
  • Temel Linux Bilgisi<\/li>\n\n\n\n
  • Temel programlama bilgisi<\/li>\n\n\n\n
  • Lise d\u00fczeyi temel matematik bilgisi<\/li>\n<\/ul>\n\n\n\n

    E\u011fitim i\u00e7eri\u011fi<\/strong><\/h3>\n\n\n\n
      \n
    • Yapay Zeka Nedir?\n
        \n
      • Tan\u0131m ve tarih\u00e7e<\/li>\n\n\n\n
      • Yapay Zeka, Makine \u00d6\u011frenim, Derin \u00d6\u011frenme ili\u015fkisi<\/li>\n<\/ul>\n<\/li>\n\n\n\n
      • Yapay Zeka Uygulamalar\u0131\n
          \n
        • Uygulama alanlar\u0131<\/li>\n\n\n\n
        • Uygulama \u00f6rnekleri ve g\u00fcnl\u00fck ya\u015famda yapay zeka<\/li>\n<\/ul>\n<\/li>\n\n\n\n
        • Python ile Yapay Zeka Programlamaya Giri\u015f\n
            \n
          • Python\u2019un yapay zeka geli\u015ftirmedeki \u00f6nemi<\/li>\n\n\n\n
          • Ana k\u00fct\u00fcphaneler ve Frameworkler (Numpy, Pandas, Matplotlib, Scikit-learn, TensorFlow, Keras)<\/li>\n<\/ul>\n<\/li>\n\n\n\n
          • Makine \u00d6\u011frenimine Giri\u015f\n
              \n
            • Terminoloji<\/li>\n\n\n\n
            • Denetimsiz \u00d6\u011frenme, Denetimli \u00d6\u011frenme, Peki\u015ftirmeli \u00d6\u011frenme Kavramlar\u0131<\/li>\n\n\n\n
            • Denetimli \u00d6\u011frenme\n
                \n
              • K\u00fcmeleme<\/li>\n\n\n\n
              • Boyut azaltma<\/li>\n\n\n\n
              • Denetimli \u00d6\u011frenme problemleri<\/li>\n\n\n\n
              • S\u0131n\u0131fland\u0131rma<\/li>\n\n\n\n
              • Regresyon<\/li>\n\n\n\n
              • Veri m\u00fchendisli\u011fi<\/li>\n\n\n\n
              • Kay\u0131p veriler ve g\u00fcr\u00fclt\u00fcler<\/li>\n\n\n\n
              • Kategorik verileri idare etme<\/li>\n\n\n\n
              • Normalizasyon<\/li>\n\n\n\n
              • Modellerin de\u011ferlendirilmesi<\/li>\n\n\n\n
              • Ba\u015far\u0131m metrikleri<\/li>\n\n\n\n
              • Kar\u0131\u015f\u0131kl\u0131k matrisleri<\/li>\n\n\n\n
              • Hata metrikleri<\/li>\n\n\n\n
              • Validasyon<\/li>\n<\/ul>\n<\/li>\n\n\n\n
              • Basit perceptron<\/li>\n\n\n\n
              • \u00d6\u011frenme kurallar\u0131<\/li>\n\n\n\n
              • \u00c7ok katmanl\u0131 perceptron (MLP)<\/li>\n\n\n\n
              • Geri yay\u0131l\u0131m algoritmas\u0131<\/li>\n\n\n\n
              • Aktivasyon fonksiyonlar\u0131<\/li>\n\n\n\n
              • Evri\u015fimsel Sinir A\u011flar\u0131 (CNN)\n
                  \n
                • LeNet<\/li>\n\n\n\n
                • AlexNet<\/li>\n\n\n\n
                • Resnet<\/li>\n\n\n\n
                • GoogleNet<\/li>\n\n\n\n
                • YOLO<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                • \u00d6z\u00e7evrimli Sinir A\u011flar\u0131 (RNN)\n
                    \n
                  • Uzun K\u0131sa D\u00f6nemli Bellek (LSTM)<\/li>\n\n\n\n
                  • GRU<\/li>\n<\/ul>\n<\/li>\n\n\n\n
                  • Transformer<\/li>\n\n\n\n
                  • \u00c7eki\u015fmeli \u00dcretici A\u011flar (GAN)<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

                    Kurslara kay\u0131t olmak i\u00e7in t\u0131klay\u0131n E\u011fitmenler: Arma\u011fan Karabina Kat\u0131l\u0131mc\u0131lar i\u00e7in \u00f6n-\u015fartlar E\u011fitim i\u00e7eri\u011fi<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":1018,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1216","page","type-page","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/pages\/1216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/comments?post=1216"}],"version-history":[{"count":8,"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/pages\/1216\/revisions"}],"predecessor-version":[{"id":1334,"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/pages\/1216\/revisions\/1334"}],"up":[{"embeddable":true,"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/pages\/1018"}],"wp:attachment":[{"href":"https:\/\/kamp.linux.org.tr\/2025-yaz\/wp-json\/wp\/v2\/media?parent=1216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}