Albrecht Group

at the University of Birmingham

Menu
  • Latest news
  • Group
    • Professor Tim Albrecht
    • Joseph M. Hamill, Dr
    • Anton Vladyka, Dr
    • Adrian Fortuin, Dr
    • Wesley Flavell
    • Oliver Irving
    • Chris Weaver
    • Luke Earnshaw
    • Nashwa Awais
  • Research
    • Single-molecule sensing with nanopores and nanopipettes
    • Charge Transport in Single Molecules
    • Quantum Tunnelling for Sensing and Sequencing
    • Machine Learning in Single-Molecule Science
  • Publications
  • Teaching

Machine Learning in Single-Molecule Science

The exploration and application of Machine Learning tools has become an underpinning theme in various aspects of our work, including dimensionality reduction techniques (PCA, MPVC, t-SNE), Autoencoders for unsupervised classification, Support Vector Machines, and Deep Learning methods such as Convolutional Neural Networks.

 

References

  1. Deep learning for single-molecule science
    T. Albrecht, G. Slabaugh, E. Alonso, and S. M. M. R. Al-Arif.
    Nanotechnology, 28(42), , 2017 [DOI]
  2. Unsupervised vector-based classification of single-molecule charge transport data
    M. Lemmer, M. S. Inkpen, K. Kornysheva, N. J. Long, and T. Albrecht.
    Nature Communications, 7, , 2016 [DOI]

Recent news

  • Welcome Adrian

    Welcome Adrian

    05.02.2019
  • New paper accepted in Analytical Chemistry!

    New paper accepted in Analytical Chemistry!

    21.11.2018
  • Welcome Nashwa

    Welcome Nashwa

    05.11.2018
  • Welcome Oliver

    Welcome Oliver

    30.10.2018
  • Welcome Chris Weaver and Luke Earnshaw, both joining the group for their Masters projects!

    Welcome Chris Weaver and Luke Earnshaw, both joining the group for their Masters projects!

    27.09.2018

Albrecht Group 2019 . Powered by WordPress