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Facebook AI Research Open Sources fastText
- Radim 10y agoJupyter notebook with some numbers on performance and accuracy of fastText: https://github.com/jayantj/gensim/blob/fast_text_notebook/docs/notebooks/Word2Vec_FastText_Comparison.ipynb https://github.com/jayantj/gensim/blob/fast_text_notebook/do... This compares fastText against the word2vec implementation in gensim, on the syntactic/semantic word analogy task. (raw pull request with comments: https://github.com/RaRe-Technologies/gensim/pull/815 https://github.com/RaRe-Technologies/gensim/pull/815)
- nl 10y agoNote that this is only looking at the embeddings side of FastText (which looks quite impressive). The classification side is equally interesting, and is better compared to things like VW, eg http://nlpers.blogspot.com.au/2016/08/fast-easy-baseline-text-categorization.html http://nlpers.blogspot.com.au/2016/08/fast-easy-baseline-tex... VW is a pretty strong baseline here, so equaling it is a good accomplishment.
- wodenokoto 10y agoThat notebook is great! thanks for sharing.
- peeyek 10y agoLink to the python interface https://pypi.python.org/pypi/fasttext https://pypi.python.org/pypi/fasttext
- minimaxir 10y agoPrevious discussion on fasttext: https://news.ycombinator.com/item?id=12226988 https://news.ycombinator.com/item?id=12226988 This submission is apparently the official announcement.
- deleted 10y ago[deleted]