Vorlesungsverzeichnis

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Start > Masterprogramm Management & Entrepreneurship (M.A./M.Sc.) -> Major Management & Data Science -> Learning from Data

Lehrveranstaltungen

Learning from Data (Vorlesung)

Dozent/in: Ulf Brefeld, Sebastian Mair

Inhalt: The course provides an introduction to machine learning. Basic concepts are introduced and tested in tutorials. Topics covered include — Learnability — Error and Noise — Theory of Generalization — Bias-Variance-Tradeoff — Linear Models — Overfitting and Regularization — Non-linear Transformations — Logistic Regression and classification — Neural Networks — Support Vector Machines — Unsupervised Learning

Masterprogramm Management & Entrepreneurship - Major Management & Data Science - Learning from Data