Dear Colleagues, Please find below an announcement for a postdoc position in Marseille (France) to develop reinforcement learning-based models of animal behavior. The Turing Centre for Living Systems in Marseille seeks applicants for a postdoc position in computational neuroscience/robotics under the joint supervision of David Robbe and Christophe Eloy. The initial appointment will be for 2 years. The goal of this project is to understand, at an algorithmic level, how animals learn to develop adaptive behavior by trial-and-error interaction with their environment. We propose an interdisciplinary approach combining behavioral experiments in rats and the development of an "artificial" agent facing challenges similar to those experienced by the rats. The experimental data (already available) show that rats challenged in a time estimation task converged progressively toward a conserved embodied strategy (Rueda-Orozco and Robbe, Nature Neuroscience, 2015). Key determinants of that strategy have been isolated experimentally, by altering task rules and environment and quantifying how these alterations affect animal performance. Learning theoretical models will be based on reinforcement learning and more recent developments coming from artificial intelligence (deep learning). The main task of the project will be to develop computational model and therefore we expect the candidates to have a solid background in the gerenal field of machine learning. The successful applicant will work in close collaboration with experimentalists and robotic engineers. We are therefore looking for an enthusiastic applicant with excellent communication skills and a track record in interdisciplinary collaborative environments Deadline for application: 1st of December 2018 (late application will be considered until the end of the year) More information and application.<http://centuri-livingsystems.org/pdp2018-11/>http://centuri-livingsystems.org/pdp2018-11/ -- David Robbe, PhD Neural Bases of Sensorimotor learning Institut de Neurobiologie de la Méditerranée (INMED) INSERM-UMR1249 163, avenue de Luminy. BP13 13273 Marseille Cedex 9 France Tel: +33 4 91 82 81 99 Fax: +33 4 91 82 81 05 Team Web Page <http://www.inmed.fr/en/en-avenir-dynamiques-neuronales-et-fonctions-des-ganglions-de-la-base> /"It is disturbingly common for studies to include behavior as simply a hasty add-on in papers that are otherwise crammed full of multiple techniques, types of results, and even species. It is as if every paper needs to be a methodological decathlon in order to be considered important."/ Krakauer et al., Neuron 2017 <https://www.cell.com/neuron/abstract/S0896-6273(16)31040-6>