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renewable energy engineering, power systems and energy market integration, stochastic multi-objective optimization, and data‐driven control methodologies) the project will establish a robust framework for
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of mathematical modeling, with a particular focus on stochastic modeling, optimization and more recently machine learning. Indeed, over the last years, the team’s activity has been marked by a strong shift toward
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be involved in the three-year project “High Dimensional Hierarchical Optimization methods for Machine Learning and Stochastic Optimal Control”. Background or expertise in one or more of the following
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the search for gravitational waves from compact object coalescences, stochastic backgrounds, or rotating neutron stars. Additionally, the group is beginning to contribute to the design of the future
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including data science, statistics, optimization, stochastic modeling, and simulation. Our research addresses important and challenging problems in national security, and we foster close collaborations with
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-of-the-art multi-scale electrophysiological data using modern analysis techniques construct data-informed stochastic and deterministic simulations of activity data to model observed dynamics and to assess
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Post-Doctoral Associate in the Center for Interdisciplinary Data Science and Artificial Intelligence
stochastic analysis Theoretical analysis of neural networks and deep learning Foundations of reinforcement learning and bandit algorithms Mathematical and algorithmic perspectives on large language models
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concentration/functional inequalities Markov processes and stochastic analysis Theoretical analysis of neural networks and deep learning Foundations of reinforcement learning and bandit algorithms Mathematical
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Katowice Number of available positions: 1 Key words: nonequilibrium statistical physics, stochastic processes, diffusion, transport, Brownian motor Applications to the open call may be submitted by those who
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(e.g. Python, MATLAB, R or similar) Ability to develop and apply models of complex systems, simulation and stochastic modelling, optimisation under constraints Desirable skills and training in one