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of Class II Biological Safety Cabinets (BSC). Prior experience with biological assays, biofluids, or metabolite biosensing. Proficiency in data analysis tools (e.g., Excel, Origin, Python, etc.). Familiarity
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-quality research and experiments on nearshore seawater monitoring Prepare grant proposals and project reports Program using Python and test theoretical findings via computer simulations Test the methods via
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Proficiency in Python and common AI/ML tools and frameworks, with experience building production-grade AI applications, APIs, evaluation pipelines or agent orchestration systems Solid understanding of AI safety
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computation skills with experience using MATLAB and/or Python Excellent written and verbal communications skills Evidence of being able to work both independently and collaboratively, with a strong team spirit
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or programming knowledge such as Python, Bash, or PowerShell is advantageous. Experience with servers, GPU systems, workstations, virtualization, cloud platforms, scientific computing, or AI/ML research
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, or measurement systems will be advantageous. Familiarity with signal processing and analysis, control systems, Python, MATLAB, C++, LabVIEW, or equivalent tools is preferred. Strong analytical, problem-solving
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, environmental, or policy datasets. • Strong quantitative and econometric skills. • Proficiency in statistical software such as R, Stata, Python, or MATLAB. • Excellent written and verbal communication
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methods Proficiency in Python and/or C++ for robotics and ML systems Experience with modern deep learning frameworks (e.g., PyTorch) Ability to design experiments, analyze failures, and iterate quickly in
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Strong command of behavior cloning, reinforcement learning, or related learning-based manipulation methods Proficiency in Python and modern deep learning frameworks (e.g., PyTorch) Proven ability
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ideas to understand how design shapes behaviour and experience. Students are introduced to key tools and platforms such as Arduino and sensors, TouchDesigner, and introductory Python programming