Cuartas Lab

Max Planck Society

Bayern (DE2) · Germany

ERC-funded
Rate this labNo reviews yet — be the first.

Research focus

ERC Starting Grant · 2017

Deep Learning Theory: Geometric Analysis of Capacity, Optimization, and Generalization for Improving Learning in Deep Neural Networks

Deep Learning is one of the most vibrant areas of contemporary machine learning and one of the most promising approaches to Artificial Intelligence. Deep Learning drives the latest systems for image, text, and audio processing, as well as an increasing number of new technologies. The goal of this project is to advance on key open problems in Deep Learning, specifically regarding the capacity, optimization, and regularization of these algorithms. The idea is to consolidate a theoretical basis that allows us to pin down the inner workings of the present success of Deep Learning and make it more widely applicable, in particular in situations with limited data and challenging problems in…

From the public funding record at EU CORDIS. Describes the funded project, not the reviews below.

Reviews

← All labs at Max Planck Society