Thomas Markland

Introduction Click to copy section linkSection link copied! Machine Learning Interatomic Potentials (1−3) (MLIPs) are a popular tool for molecular simulation. A machine learning model is trained to reproduce a large data set of forces and energies computed with a high level quantum chemistry method. The trained model can often approach the accuracy of the original method while being orders of magnitude faster.