Research
Combining theory, modelling, data, and computation to unlock the next generation of deep learning.
The Work Packages for Maths4DL are arranged into three areas: Theory, Algorithms, Applications which reflect the methodology of the approach in each.
The underlying theoretical work in DL will support, and help to develop, check and verify, the algorithms used, which then address the applications. The application of these methods to complex (physical) problems with associated large data sets, will then act as a strong test, and a motivation, for the theoretical analysis and a driver for the development of the algorithms.