Description:
The database of 5-vectors describing 4d weighted projective spaces which admit Calabi-Yau hypersurfaces are examined with supervised and unsupervised ML techniques.
How to run:
~ Datasets available in the folder Data, including the h11 clustering results.
~ Scripts related to investigations are labelled accordingly. They are run cell-by-cell sequentially with commented points to change parameters for analysis. ML is run with the use of sci-kit learn.
@article{Berman:2021mcw,
author = "Berman, David S. and He, Yang-Hui and Hirst, Edward",
title = "{Machine learning Calabi-Yau hypersurfaces}",
eprint = "2112.06350",
archivePrefix = "arXiv",
primaryClass = "hep-th",
reportNumber = "QMUL-PH-21-55, LIMS-2021-017",
doi = "10.1103/PhysRevD.105.066002",
journal = "Phys. Rev. D",
volume = "105",
number = "6",
pages = "066002",
year = "2022"
}