• Ana Sayfa

İstatistiksel Makine Öğrenmesi

Yozgatlıgil C.

  • Dersin Düzeyi: Lisans
  • Tasarlanan Ders Kodu: STAT 433
  • Öğretim Türü: Örgün Öğretim (Normal Öğretim)
  • Dersin Kapsamı: Uygulama
  • Akademik Yıl: 2022 - 2023
  • Ders İçeriği:
    1. Regression and prediction, optimization, regularization (Ridge regression and LASSO), neural networks and deep learning, classification, kernel methods and support vector machines, decision trees, bagging and random forest, boosting algorithms, principal component regression, unsupervised deep learning. Applying the methods to real data.