Machine Learning in Chemistry

  • Machine Learning in Chemistry
    By Jon Paul Janet, Heather J. Kulik

    Yu, L.; Zhang, W.; Wang, J.; Yu, Y. SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient. arXiv e-prints 2016, abs/1609.05473. . Segler, M. H. S.; Kogej, T.; Tyrchan, C.; Waller, M. P. Generating Focused Molecule Libraries ...

  • Machine Learning in Chemistry
    By Hugh M. Cartwright

    Fuzzy logic is a type of multi-valued logic that distinguishes more than just TRUE and FALSE values; it can map from a given set of input data to an output based on a set of fuzzy rules.67,80,81 It includes four components: ...

  • Machine Learning in Chemistry: The Impact of Artificial Intelligence
    By Hugh M Cartwright

    Yet a perception remains that ML is obscure or esoteric, that only computer scientists can really understand it, and that few meaningful applications in scientific research exist. This book challenges that view.

  • Machine Learning in Chemistry: Data-Driven Algorithms, Learning Systems, and Predictions
    By Edward O. Pyzer-Knapp, Teodoro Laino

    Atomic-scale representation and statistical learning of tensorial properties -- Prediction of Mohs hardness with machine learning methods using compositional features -- High-dimensional neural network potentials for atomistic simulations - ...

  • Machine Learning in Chemistry
    By Edward O. Pyzer-Knapp, Teodoro Laino

    "Sponsored by the ACS Division of Computers in Chemistry."