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techniques. Training or demonstrated experience in remote sensing, spatial data collection, and thematic mapping. Proficiency in data analysis software (e.g., R, MATLAB, SPSS, Primer, Python). Experience with
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programming skills, Python frameworks for ML and real-time audio software • Curating audio datasets, spatial-audio/audio-visual recordings, and ML training/evaluation pipelines • Experimental systems
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with a strong data-driven or machine learning focus. Essential Skills & Experience Strong programming skills (Python essential) and experience with scientific computing libraries. Experience building
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statistics. Software frameworks: Excellent programming skills in Python, R or similar, with experience in frameworks such as PyTorch, TensorFlow, JAX, etc. HPC & Big Data: Proficiency in high-performance
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, including Python and/or R, and good programming practices such as version control. You will have a solid foundation in cell biology and knowledge of neuroscience-related themes, including anatomy and
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calcium imaging, Matlab/Python programming and/or behaviour A good publication record in neuroscience. Informal enquiries to Carolina Rezaval, email: c.rezaval@bham.ac.uk View our staff values and
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-based applications (e.g., AWS, Google Cloud, Microsoft Azure), including containerization (Docker), orchestration (Kubernetes), serverless computing, and REST API development. Proficient in Python, with
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Computer Science, Artificial Intelligence, Software Engineering, or a related field. Strong programming proficiency in Python and/or C++. Demonstrable experience with machine learning frameworks (e.g., PyTorch
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world class research Essential Application Experience with one or more programming languages (e.g., Python, R, Matlab, Fortran). Essential Application Motivated and self-assured in taking initiative
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datasets (e.g. video, acoustics, clinical records) for predictive modelling and decision support. Proficiency in programming languages such as Python (and/or Java, C/C++), with hands-on experience using deep