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Field
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-ray Photon Correlation Spectroscopy (XPCS) and Dynamic Light Scattering (DLS) techniques to study the dynamics of proteins in solutions and of their crystallization in bulk and at interfaces. Neural
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. - Neural networks and machine learning strategies for the analysis of scattering data. Large amount of scattering data obtained in our group requires development of the advanced analysis techniques. In
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communications. Evaluation of model performance can be conducted based on the data collected through the water tank. We have the GPU machines ($14k) to develop deep neural networks for underwater communications
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(deep neural network, recurrent neural network, LSTM) Optimization theory Stochastic geometry Programming skills: MATLAB, Python or C++ Language Skills: Fluent written and verbal communication skills in
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to work in. Research groups: Computational Neurosciences Computer Graphics and Ecological Informatics Computer Networks Computer Security Databases and Information Systems Data Fusion Data Science
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bioelectronic medicine and neural interfaces. References: D. Nikolayev et al., “Optimal radiation of body-implanted capsules ,” Phys. Rev. Lett.122, 2019. I. V. Soares et al., “Wireless powering efficiency
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approaches (Proper Orthogonal Decomposition, neural networks), (3) intrusive approaches (dynamical low-rank approximation). One outcome of this 4-year position is the production of research articles in peer
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neurons, in particular synaptic transmission, and the modulation of neural networks. The project will focus on characterizing synaptic alterations due to loss of function of FTSJ1. This protein is involved
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of computational approaches to large scale simulations Basic knowledge of (geo)chemical processes and machine learning will be of advantage Expertise in Machine Learning approaches, ideally beyond neural networks
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learning, distributed systems, and theory of networks. Within these three areas, we are currently working on several projects: graph neural networks, natural language processing, algorithmic learning, fault