Episode 17: Models Discrimination

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Episode 17: Models Discrimination

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בפרק זה, נארח את אופיר יוקטן - שמתעסק בניבוי התאמה של קורות חיים. אופיר יציג כיצד הוא מתמודד עם מודלים מפלים על רקע מגדרי\גזעני. נעסוק בשיטות להתמודדות עם הבעיה הזו: העלמת או הינדוס פיצ'רים, אימון עם Database מאוזן, ושיטת Gradient reversal layer.

קישורים:

"What is Adverse Impact? And Why Measuring It Matters." 26 Mar. 2018, https://www.hirevue.com/blog/hiring/what-is-adverse-impact-and-why-measuring-it-matters. Accessed 15 Dec. 2020.
"Bias in Natural Language Processing (NLP): A Dangerous But ...." 1 Sep. 2020, https://towardsdatascience.com/bias-in-natural-language-processing-nlp-a-dangerous-but-fixable-problem-7d01a12cf0f7. Accessed 15 Dec. 2020.
"Adversarial Removal of Demographic Attributes from Text Data." 20 Aug. 2018, https://arxiv.org/abs/1808.06640.
"Unsupervised Domain Adaptation by Backpropagation." 26 Sep. 2014, https://arxiv.org/abs/1409.7495.

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