Courses in machine learning

Machine learning is a branch of artificial intelligence focusing on algorithms that enable computers to learn from and change behavior based on empirical data. The course gives an understanding of the theoretical basis for machine learning and a set of concrete algorithms including decision tree learning, artificial neural networks, Bayesian learning, and support vector machines. The course also includes programming and use of machine learning algorithms on real-world data sets.

Click here → INF264

Spring 2020: Probabilistic Learning

Fall 2020: Learning Theory and Neuro-symbolic AI

Click here → INF367

Spring 2020: Deep Learning

Click here → INF368