Machine learning methods enable computers to learn without being explicitly programmed and have multiple applications, for example, in the improvement of data mining algorithms. Computer ...

Deep learning, for instance, is an example of a successful machine learning method loosely based on biological neural networks. We develop probabilistic modelling techniques to produce predictions for ...

During the second part of the course, you’ll gain an in-depth understanding of a variety of machine learning techniques that you can apply when analysing big data including regression, variable ...