Combining machine learning and computational chemistry for predictive insights into chemical systems

JA Keith, V Vassilev-Galindo, B Cheng… - Chemical …, 2021 - ACS Publications
… insights available from computational chemistry methods. … of computational chemistry and
machine learning methods, … how computational chemistry and machine learning can be used …

Deep learning for computational chemistry

GB Goh, NO Hodas, A Vishnu - … of computational chemistry, 2017 - Wiley Online Library
… focus on how deep learning differs from traditional machine learning algorithms that are
used in computational chemistry, and how the ongoing resurgence of deep learning differs from …

Machine learning in computational chemistry

BB Goldman, WP Walters - Annual Reports in Computational Chemistry, 2006 - Elsevier
… of machine learning techniques that have recently appeared in the computational chemistry
… This review provides a survey of machine learning techniques that have recently appeared …

[HTML][HTML] Perspective on integrating machine learning into computational chemistry and materials science

J Westermayr, M Gastegger, KT Schütt… - The Journal of Chemical …, 2021 - pubs.aip.org
Machine learning (ML) methods are being used in almost … an overview of how atomistic
computational modeling is being … of ML methods with computational chemistry and materials …

Machine learning and big-data in computational chemistry

R Gómez-Bombarelli, A Aspuru-Guzik - Handbook of Materials Modeling …, 2020 - Springer
computational cost and accuracy that can be leveraged through data-driven techniques. In
this chapter, we will analyze how computational chemistry … , machine learning techniques that …

Open-source machine learning in computational chemistry

A Hagg, KN Kirschner - Journal of Chemical Information and …, 2023 - ACS Publications
… To this end, we also include computational chemistry open-source … for machine learning.
Based on our observations and considering the three pillars of collaborative machine learning

Applications of computational chemistry, artificial intelligence, and machine learning in aquatic chemistry research

L He, L Bai, DD Dionysiou, Z Wei, R Spinney… - Chemical Engineering …, 2021 - Elsevier
… of artificial intelligence, including its subset machine learning, have become major problem-…
of computational chemistry, artificial intelligence, and machine learning in aquatic chemistry

Machine learning in computational chemistry: interplay between (non) linearity, basis sets, and dimensionality

S Manzhos, S Tsuda, M Ihara - Physical Chemistry Chemical Physics, 2023 - pubs.rsc.org
… The example above is not from physical chemistry and is chosen to illustrate the effect of an
extremely large D. As ML makes further inroads into physical and computational chemistry, it …

Machine learning in computational chemistry: An evaluation of method performance for nudged elastic band calculations

R Meyer, KS Schmuck, AW Hauser - … Theory and Computation, 2019 - ACS Publications
… We start with an overview of selected machine learning techniques that have recently been
suggested for the improvement of NEB calculation performance. We summarize the main …

[HTML][HTML] Synergy of semiempirical models and machine learning in computational chemistry

N Fedik, B Nebgen, N Lubbers, K Barros… - The Journal of …, 2023 - pubs.aip.org
… of machine learning and computational chemistry methods, … the domain knowledge and
employ machine learning only as a … mechanics, using machine learning to predict corrections to …