1 Statistical Mechanics, Thermodynamics (Free energy calculations)-Numerical methods and optimization (e.g. machine learning including deep neural networks, reinforcement learning, data mining, genetic algorithms, clustering techniques etc.). Data analysis and/or scientific visualization (e.g. feature detection and tracking of high-level structures, classification, statistical summaries, comparisons between models andexperiments) 70%
2 Publishes results in refereed journals and makes oral presentations at meetings conferences, symposia, and seminars. 10%
3 Maintains cognizance of available techniques and expertise in related research groups through interactions and collaborative efforts. 10%
4 Reports on experiment/simulation progress, technique development, and new initiatives to peer reviewers and to program managers. 10%
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