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This repo contains the course contents of the Machine Learning training that will be given by me in cooperation with Mühendishane 2.0 Generative Artificial Intelligence Module in December 2024.

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SevdanurGENC/Muhendishane-Gen-AI-Machine-Learning-Lecture-Notes

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Muhendishane-Gen-AI-Machine-Learning-Lecture-Notes

This repo contains the course contents of the Machine Learning training that will be given by me in cooperation with Mühendishane 2.0 Generative Artificial Intelligence Module in December 2024.

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Eğitim İçeriği :

  1. Makinelerin Düşünme/Öğrenme Yeteneği ve Temel Kavramlar (train, test, validation, loss function, evaluation metrics)
  2. Estetik Bilincin Önemi ve Makine-İnsan Karşılaştırması, Regresyon Analizi ve Modelleri
  3. Sınıflandırma ve Ağac Modelleri (SVM, KNN, Decision Tree, Random Forest Algoritması)
  4. Kümeleme Algoritmaları (K-means)
  5. Yapay Sinir Ağları ve Derin Ögrenmeye giriş, temel kavramlar
  6. Reinforcement Learning giriş, temel kavramlar
  7. Uçtan Uca Makine Öğrenmesi Akışının Tasarlanması ( veri hazırlama, temizleme, standartlastırma, train, test, validation, deployment adımları ile genel resmin ifade edilmesi)

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This repo contains the course contents of the Machine Learning training that will be given by me in cooperation with Mühendishane 2.0 Generative Artificial Intelligence Module in December 2024.

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