Accelerating materials discovery using machine learning

Reducing the Dimensionality of Data with Neural Networks

Geoffrey E. Hinton, Ruslan Salakhutdinov · Science · 2006 · 21K citations

Computing, Computer Science, Artificial Intelligence +14

Recent advances and applications of machine learning in solid-state materials science

Jonathan Schmidt, Mário R. G. Marques, Silvana Botti et al. · npj Computational Materials · 2019 · 2.4K citations · Full text

Natural Sciences, Materials Engineering, Materials Science +11

Materials discovery and design using machine learning

Yue Liu, Tianlu Zhao, Wangwei Ju et al. · Journal of Materiomics · 2017 · 1.2K citations · Full text

Natural Sciences, Materials Engineering, Materials Science +16

Ultrafast machine vision with 2D material neural network image sensors

Lukas Mennel, Joanna Symonowicz, Stefan Wachter et al. · Nature · 2020 · 1.1K citations

Engineering, Materials Engineering, Materials Science +12

DScribe: Library of descriptors for machine learning in materials science

Lauri Himanen, Marc O. J. Jäger, Eiaki V. Morooka et al. · Computer Physics Communications · 2019 · 808 citations · Full text

Natural Sciences, Chemistry, Materials Science +14