One day I will find the right words, and they will be simple.-- Jack Kerouac (kind of...)
- Dr.-Ing. (PhD) from the Faculty of Electrical Engineering and Information Technology, RWTH Aachen University, Germany
- M.Sc. in Electrical Engineering, Information Technology and Computer Engineering, RWTH Aachen University, Germany
- B.Sc. in Electrical Engineering, Information Technology and Computer Engineering, RWTH Aachen University, Germany
Pymanopt is a Python toolbox for numerical optimization on Riemannian manifolds with support for automatic differentiation. Riemannian structures frequently arise in the context of signal processing and machine learning where constraint sets often form a smooth nonlinear search space. To attack such problems, Pymanopt, which is based on the MATLAB toolbox Manopt, provides a variety of different solvers (e.g. steepest descent, conjugate gradients, trust-regions), manifolds (e.g. Stiefel manifold, Grassmannian, positive definite matrices) and autodiff backends (currently Autograd, PyTorch, Theano and TensorFlow). By appealing to automatic differentiation, the toolbox lowers the entry barrier for rapid prototyping as laborious calculations of higher-order derivates by hand are eliminated.
Lampions is an email relaying service leveraging AWS SES to forward incoming emails on a verified domain to pre-configured forwarding addresses. The goal is to insulate a user’s primary email address(es) from third-party services by providing an easy and convenient way to create per-service forwarding addresses. The project consists of a command-line utility to configure the necessary AWS infrastructure and define email routes. Additionally, a browser extension can be used to define, remove or temporarily deactivate email aliases in case one wants to stop receiving emails on certain aliases.