In 2014, Amazon has developed a recruitment tool, to determine the company's software engineers want to recruit. Soon after, the system began to discrimination against women, and in 2017 was abandoned by Amazon (Dastin, 2018). 2016, ProPublica analyzed the COMPAS, which is a commercial software, can predict the chance of offenders re-offending, designed to help the judge make a more informed decision sentencing. However, ProPublica found that this system is conducive to black (Larson et al., 2016). In the past few years, in accordance with the rules and training data manipulation autonomous vehicles because of the outside world are not familiar with or do not understand navigation system input data, leading to several fatal accidents. Private commercial developers often refuse to release the code for the check because their software is considered proprietary intellectual property rights, it is an illegal form of legal, rather than technical form.
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