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supporting services Contributing to and influencing software architecture, including microservices‑based implementations Building and maintaining robust backend services using Python (Django) and Node.js
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to learn robotics or human-centered research methods will also be considered. Experience with programming languages (particularly Python), deep learning frameworks, and robotic simulation platforms (ROS
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Benchmarking or deaR (DEA) lm / glm (regression) Python Libraries pandas, numpy, statsmodels pyDEA (for DEA)
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, custom ringtones, specific genres). Required knowledge Python programming Machine learning background Audio analysis
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, enabling proactive measures against potential threats. Required knowledge Python programming Machine learning background
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reasoning and robotics C/C++ programming and knowledge Python programming
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. Required knowledge Python programming Machine learning background Image analysis Video analysis Audio analysis
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. Required knowledge Strong background in machine/deep learning, computer vision, or applied statistics. Solid programming skills in Python and experience with deep learning frameworks (e.g., PyTorch
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and budget management, strong technical skills in SAS, STATA, R, and Python, and excellent interpersonal skills to build effective relationships across staff, students, and external stakeholders. A
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experience with programming (e.g., Python), machine learning, or educational data is beneficial, it is not a strict requirement. The project provides ample opportunities to develop these skills over time. What