finalfrontier

Train/use word embeddings with subword units

4 releases (breaking)

new 0.4.0 Mar 11, 2019
0.3.0 Jan 29, 2019
0.2.0 Sep 28, 2018
0.1.0 Sep 10, 2018

#6 in #word

Download history 8/week @ 2018-11-25 23/week @ 2018-12-02 90/week @ 2018-12-09 10/week @ 2018-12-16 16/week @ 2018-12-23 1/week @ 2018-12-30 2/week @ 2019-01-06 5/week @ 2019-01-13 1/week @ 2019-01-20 12/week @ 2019-01-27 4/week @ 2019-02-03 6/week @ 2019-02-10 6/week @ 2019-02-17 7/week @ 2019-02-24 17/week @ 2019-03-03

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Apache-2.0

86KB
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finalfrontier

Introduction

finalfrontier is a Rust library and set of utilities for learning and using word embeddings. finalfrontier currently has the following features:

  • Models:
    • skip-gram (Mikolov et al., 2013)
    • structured skip-gram (Ling et al., 2015)
  • Noise contrastive estimation (Gutmann and Hyvärinen, 2012)
  • Subword representations (Bojanowski et al., 2016)
  • Hogwild SGD (Recht et al., 2011)

This is an early release of finalfrontier, we are planning to add more features in the future.

Where to go from here

Dependencies

~5.5MB
~103K SLoC