NHR@SW Method Labs are virtual, cross-site teams that bring together methodological expertise from the partner institutions. They support researchers as well as the Simulation and Data Labs with state-of-the-art software, technical consulting, and the optimization of scientific applications and workflows.
Alongside individual project support, the Method Labs develop and evaluate methods for current and emerging HPC architectures, conduct research in their respective fields, and offer hands-on courses and workshops. Their expertise is available to the scientific community across NHR.

Performance Engineering
Systematic analysis, modeling, and optimization of scientific applications across computation, communication, data movement, I/O, and energy consumption.
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AI and ML
Scalable, reproducible, explainable, and responsible AI/ML workflows for scientific applications on modern HPC infrastructures.
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Parallel Programming Environments and Domain-Specific Compilation
Portable and scalable scientific software using parallel programming models, domain-specific languages, compiler technologies, and algorithmic differentiation.
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