Reproducible Machine Learning

This repository contains the code for the experiments in Section 2 (word-analogy.ipynb) and Section 4 (positional-weighting.ipynb) of our RASLAN 2020 paper “The Art of Reproducible Machine Learning: A Survey of Methodology in Word Vector Experiments”.

Citing

Text

NOVOTNÝ, Vít. The Art of Reproducible Machine Learning: A Survey of Methodology in Word Vector Experiments. In Aleš Horák, Pavel Rychlý, Adam Rambousek. Proceedings of the Fourteenth Workshop on Recent Advances in Slavonic Natural Language Processing, RASLAN 2020. Brno: Tribun EU, 2020. p. 55-64. ISBN 978-80-263-1600-8.

BibTeX

@article{novotny2020art,
  title = {{The Art of Reproducible Machine Learning}},
  subtitle = {{A Survey of Methodology in Word Vector Experiments}},
  author = {Novotný, V\'{i}t},
  journal = {Recent Advances in Slavonic Natural Language Processing (RASLAN 2020)},
  pages = {55-64},
  year = {2020},
  url = {https://nlp.fi.muni.cz/raslan/raslan20.pdf#page=63},
}