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Dr. Stefan Chmiela

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Technische Universität Berlin
Machine Learning / Intelligent Data Analysis (IDA)

Marchstraße 23, 10587 Berlin
https://www.tu.berlin/en/ml

Stefan Chmiela BIFOLD research group lead
© Chmiela

Dr. Stefan Chmiela

Research Group Lead

Dr. Stefan Chmiela leads the Research Training Group "Machine learning for molecular simulations in quantum chemistry".

2019 Chorafas-Award

  • Hilbert space learning methods
  • Learning from structured data
  • Data efficient learning with explicit prior knowledge constraints

Stefan Chmiela, Valentin Vassilev-Galindo, Oliver T Unke, Adil Kabylda, Huziel E Sauceda, Alexandre Tkatchenko, Klaus-Robert Müller

Accurate global machine learning force fields for molecules with hundreds of atoms

January 11 , 2023
https://www.science.org/doi/10.1126/sciadv.adf0873

Adil Kabylda, Valentin Vassilev-Galindo, Stefan Chmiela, Igor Poltavsky, Alexandre Tkatchenko

Towards Linearly Scaling and Chemically Accurate Global Machine Learning Force Fields for Large Molecules

September 08 , 2022
https://arxiv.org/abs/2209.03985

News
Machine Learning| Jan 26, 2023

Simulation of complex quantum systems

An international team of BIFOLD scientists together with scientists from the Université du Luxembourg and Google has now successfully developed a machine learning algorithm to simulate complex quantum system.