[...] * For this reason, it is particularly difficult to detect bias, and can be done only through ex-post auditing and simulation rather than ex-ante analysis of the code. There is a need for common practice and tools to controlling data quality, bias and transparency in algorithms. Furthermore, as required by GDPR, there is a need for ways to explain machine decisions in human format.