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Applications are invited for a PhD studentship on the project EQUATE - a project that investigates how Natural Language Processing (NLP) could be made globally more equitable. This UKRI Frontier
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, breaking etc. This makes traditional methods particularly difficult to generalise based on all these driving factors, whereas this PhD project takes a novel and explainable data-driven approach – equation
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strong background in physical metallurgy, materials science or chemistry is essential and experience in casting, heat treatment, microstructural characterisation, differential scanning calorimetry and
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to mark textiles that meet a rigorous, scientifically-backed biodegradability criterion. This certification could help differentiate genuinely sustainable textiles from those making unverified claims
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) tuition fees plus a yearly stipend. For 2025/6 this equates to £20, 780 per year, with potential increases each academic year in line with UKRI. International applicants would need to be able to fund
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to contribute to climate-conscious innovation across sectors such as autonomous mobility, IoT, and space technologies, where energy resilience is a key differentiator.
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. This project aims to dive into the dynamics of attack methodologies (e.g., Membership Inference, Property Inference) and defensive mechanisms (e.g., Differential Privacy, Machine Unlearning) within FL