The research will focus on developing and using machine learning algorithms to discover novel materials and to build generative models capable of breakthroughs. The research will mix state of the art numerical skills with analytic understanding. Your task is to predict new classes of materials that have not been considered before, beyond substitutional frameworks, and target desirable properties such as high critical temperature. The work is done in close collaboration with experimentalists: the most promising materials will be synthesized, providing direct feedback on theory analysis and further predictions. The goal is to develop a theoretical and computational approach that has strong predictive power for finding completely new types of materials.
We are searching for a Postdoctoral Researcher with excellent numerical skills and a deep understanding of condensed-matter physics concepts. Experience in machine learning, DFT, symmetry aware learning, material science, and group theory is required.
Andrei Bernevig is a leading scientist in the research of quantum materials and has, for example, predicted topological materials and developed a systematic approach to identify thousands of new topological materials. Päivi Törmä has pioneered the idea that quantum geometry allows supercurrent and superconductivity in flat bands where non-interacting particles are localized. For recent research outputs of the PIs, please see Andrei Bernevig’s entry at Google Scholar, and Päivi Törmä’s at Google Scholar.
We are looking for a bright and motivated Postdoctoral Researcher with an excellent record. Good command of English (both verbal and written) and demonstrated ability to disseminate scientific results are mandatory requirements for the position. Finnish language is not required. Applicants must be motivated to conduct research at the highest international level.
Postdoctoral Researchers must hold a PhD degree in a suitable field. Also, researchers that are finishing their PhD within a few months may apply.
Finland Academic Computing/Programming Data Science Maths and Computing On-site Physics Postdoc Aalto University