Speaker
Chanju Park
(Swansea University)
Description
Restricted Boltzmann Machines (RBMs) are energy-based machine learning models inspired by the spin-glass system. Using its energy function, we can analyse its training dynamics in terms of statistical mechanics and map its hyperparameters to thermodynamic quantities. This interpretability unravels the black-box nature of the machine-learning process and allows us to understand the underlying mechanisms.
| Are you happy for your talk to be recorded? | Yes |
|---|---|
| Please select the most relevant category | Machine Learning |
| Would you be interested in receiving feedback on your presentation? | Yes |
Primary author
Chanju Park
(Swansea University)
Co-authors
Biagio Lucini
(Swansea University)
Gert Aarts
(Swansea University)
