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Design, develop, train, and deploy predictive / control models of physical degradation, usage and system performance
Build robust, flexible and automated software tools to enable complex analysis of real-time fleet
Design scalable and reliable data pipelines to productionize and monitor both new and existing models
Convert complex business requirements and research findings into actionable insights and data-driven solutions
Conduct research and remain up to date on the latest developments in AI/ML, with a special focus on physics-informed AI, to rapidly test and prototype new ideas
Practical experience with C to help integrate with firmware and take project ideas to shipped products
Expertise in working with and optimizing large datasets, data pipelines, and AI models
Solid understanding of linear algebra, probabilistic theory, numerical optimization, and deep learning, with hands-on implementation experience
General knowledge of physics and engineering principles
Nice to have: Record of coming up with new ideas (or improving upon existing ideas) in statistical modeling or machine learning, demonstrated by accomplishments such as first author publications or open-source projects
These jobs might be a good fit