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systems using tools such as MATLAB, Python, COMSOL Multiphysics, Lumerical, or equivalent platforms. Contribute to experimental laboratory work in ultrafast and nonlinear optics. Develop and optimise
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Practical experience with vector network analyzers and on‑PCB LRM/TRL calibration/de‑embedding. Proven experience in behavioural modelling and DPD (MATLAB/Python) Desirable Criteria Knowledge, Skills
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knowledge and experience conducting literature searches and data collection. Desirable Programming and statistical skills (especially R and/or Python). Experience and/or a demonstrable interest in graphical
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experience Experience of designing, coding and implementing agent-based models (ABMs), using Java or Python based modelling platforms such as Repast Symphony or MASON, with an object-oriented programming (OOP
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contributions to peer-reviewed journals. Experience of programming (Python or MATLAB) for device control, data acquisition and analysis. A record of high-quality publications as leading author, as appropriate
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; or Python or MATLAB) for device control, data acquisition and analysis. Primary author contributions to peer-reviewed journals. A record of high-quality publications, as appropriate for the stage in career
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Experience with Python and machine learning libraries (PyTorch, TensorFlow, scikit-learn). Understanding of deep learning, CNNs, Capsule Networks, and image processing fundamentals. Basic knowledge of handling
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pulse propagation, the material response, and other aspects of our experiments. Coding in Python Assisting with the filing and generation of intellectual property and technology transfer Assisting in
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approaches). Programming experience in C / C + + Python, or similar, and familiarity with scientific computing environments. Ability to work independently and as part of a multidisciplinary