Data Assessment Solutions Research

Why Capsule Neural Networks Do Not Scale

In recent years, deep learning techniques have revolutionized machine learning. The beginning of this revolution,…

DAS Research presents an algorithm for certifying convexity at NeurIPS

The efficient solution of optimization problems is a central task in machine learning and in…

DAS Research presents GENO for GPUs at AAAI

GENO makes mathematical optimization easily accessible: The desired optimization problem is specified in a natural…

DAS Research presents topic modeling of multi-modal data at IJCAI

Data Assessment has long used topic models to generate role profiles. In this context, a…

Role profiles from topic models

Topic models are a machine learning technique that we used at Data Assessment Solutions at…

More than one million derivatives computed in 2019 – matrixcalculus.org continues to enjoy great popularity

Last year more than 1.4 million derivations were computed by almost 50,000 users. In most…

GENO: Generic Optimization

Optimization, i.e. the maximization or minimization of an objective function under constraints, is at the…

Matrixcalculus.org at the European Conference on Machine Learning

This year the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery…

DAS Research Workshop on Probabilistic Programming

On June 24 the first workshop on probabilistic programming in Hannover took place. Nearly 20…

Optimization with many constraints

An optimization problem is given by its variables, its objective function and constraints. The goal…