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Protein Design with Variational Auto Encoders

Abstract Chains of amino-acids, i.e. proteins, are an essential building block of life that can carry out many useful functions for medical and industrial applications. The... »

Author image Guillaume Couairon on Projects 28 Aug 2018

TrackMaster - Reinforcement Learning for Race Cars

The work presented here is a school project with Thomas Gilles, for a course on Reinforcement Learning [1]. We present a new Reinforcement Learning environment, TrackEnv,... »

Author image Guillaume Couairon on Projects 25 Mar 2018

Robust Frank-Wolfe Algorithm for Minimum Enclosing Bregman Balls

This post gathers theoretical convergence & complexity results on the Frank-Wolfe algorithm extended to Bregman divergences (instead of euclidian distance) and made robust to outliers. It... »

Author image Guillaume Couairon on Projects 01 Mar 2018

Kernelized Minimum Enclosing Balls for Machine Learning

In this post, we are going to talk about a very famous problem in computational geometry: the Minimum Enclosing Ball (MEB) problem, which consists in finding... »

Author image Guillaume Couairon on Projects 01 Feb 2018

Deep Segmentation of Road Images

The market of autonomous cars is soaring and most car companies are devoting an increasing part of their research & development budget to autonomous driving. It... »

Author image Guillaume Couairon on Projects 01 Jan 2017
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