WHITE P APER gender machine learning zip code human process race linear models adversarial learning work history health name bias bounty debiasing education perceptive bias name Lexalytics, Inc., 48 North Pleasant St. Unit 301, Amherst MA 01002 USA | 1-800-377-8036 | www.lexalytics.com Understanding Bias in Machine LearningT ABLE OF CONTENT S Executive Summary .................................... 2 Sources of Bias in a Machine Learning Task .......................3 - 4 Best Practices in Debiasing ML ............................................5 - 7 Conclusion ........................................................ 8 About Lexalytics............................................. 9 WHITE P APER 2 | | Lexalytics, Inc., 48 North Pleasant St. Unit 301, Amherst MA 01002 USA |

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