NLP/AI/Statistics

[Slideshare] Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings 본문

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[Slideshare] Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

Danbi Cho 2021. 4. 30. 13:57

Title: Man is to computer programmer as woman is to homemaker? Debiasing word embeddings

Authors: Bolukbasi, T., Chang, K.W., Zou, J., Saligrama, V., and Kalai, A.

Published: In arXiv preprint arXiv: 1607.06520, 2016.

Paper: arxiv.org/abs/1607.06520

 

Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings

The blind application of machine learning runs the risk of amplifying biases present in data. Such a danger is facing us with word embedding, a popular framework to represent text data as vectors which has been used in many machine learning and natural lan

arxiv.org

 

Slideshare: www.slideshare.net/DanbiCho2/man-is-to-computer-programmer-as-woman-is-to-homemaker-debiasing-word-embeddings

 

Man is to computer programmer as woman is to homemaker debiasing word…

This presentation describes the gender bias explaining the debiasing algorithms. This paper uses the embedding method for debiasing. I presented this paper in …

www.slideshare.net

 

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