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Ludwig Winkler

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

Secretariat MAR 4-1, Marchstr. 23, D-10587 Berlin
https://www.tu.berlin/en/ml

Ludwig Winkler

Doctoral Researcher

Ludwig Winkler is a PhD student working on differential equations and how machine learning can be leveraged to model the known unknowns.
He received an undergraduate degree in biomedical engineering and a graduate degree in computer science with a strong focus on statistics and machine learning.

  • Differential Equations
  • Stochastic Differential Equations
  • Probabilistic Models
  • Differentiable Simulations
  • Algorithmic Differentiation

Bipeng Wang, Ludwig Winkler, Yifan Wu, Klaus-Robert Müller, Huziel E. Sauceda, Oleg V. Prezhdo

Interpolating Nonadiabatic Molecular Dynamics Hamiltonian with Bidirectional Long Short-Term Memory Networks

August 02 , 2023
https://doi.org/10.1021/acs.jpclett.3c01723

Ludwig Winkler, César Ojeda, Manfred Opper

Stochastic Control for Bayesian Neural Network Training

August 09 , 2022
https://doi.org/10.3390/e24081097