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                collaboration with project partners for the successful integration of the coatings into real-scale filtration systems. -Documentation and Data Management: Preparation of technical and scientific reports 
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                , sparsity, and symmetry. Data pipeline: Curate datasets from DFT calculations (and, where relevant, Wannier/TB extractions); implement preprocessing, splits, and rigorous validation. Metrics and validation 
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                ., evolutionary algorithms/strategies, mixed-integer search, multi-objective methods). Strong Python and scientific-computing skills (data handling, experiment tracking, testing, version control). Practical 
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                of materials and devices following the recently upgraded ISOS protocols and in-situ characterization. Process and analysis of data. Elaboration of periodic reports to keep track of the progress of the project 
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                critical thinking, experimental design, data analysis, and troubleshooting, with a proactive approach to overcoming scientific and technical challenges. Proactive and self-Motivated: Demonstrates initiative 
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                detailed knowledge of main physical principles, concepts, and applications of electron microscopy. Advanced sample preparation (FIB) and data analysis skills. Excellent interpersonal skills in order to