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Foundations of Artificial Intelligence VI

Foundations of Artificial Intelligence VI

The course "Foundations of Artificial Intelligence VI" introduces introduces the mathematical foundations of supervised learning and discusses two learning algorithms in depth that are widely used in practice: decision tree learning and neural networks.  

Participants learn how to apply these algorithms to practical problems and how to evaluate the quality of a learned classifier. The course concludes with a discussion of the risks and challenges of machine learning.  

The course is based on the textbook by Stuart Russell and Peter Norvig: Introduction to Artificial Intelligence, 3rd edition, 2012 or 4th edition, 2020. The 3rd edition is also available in German: Stuart Russell und Peter Norvig: Künstliche Intelligenz - Ein Moderner Ansatz, 3. aktualisierte Auflage, Pearson 2012. 


Duration: 4 weeks

Level: Beginner

Certification: Yes

Cost: Free

Language: English

Type: Self-Paced



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