Author(s): Maurice Weiler received his PhD from the University of Amsterdam, supervised by Max Welling. Prior to his doctorate, he obtained a Master’s degree in computational and theoretical physics from Hei­del­berg University. He is one of the authors of the book “Equivariant and Coordinate Independent Convolutional Networks: A Gauge Field Theory of Neural Networks”.

This blog is in collaboration with Maurice and we redirect to his website for this series for now.

Content

Equivariant neural networks – what, why and how?

Convolutional networks & translation equivariance

Equivariant CNNs  &  G-steerable kernels

Data gauging,  covariance  and  equivariance

Coordinate independent CNNs on Riemannian manifolds