March 2022
Intermediate to advanced
150 pages
4h 40m
English
book
Artificial Intelligence and Software Testing
by Adam Leon Smith, Rex Black, James Davenport, Joanna Olszewska, Jeremias Rößler, Jonathon Wright
Content preview from Artificial Intelligence and Software Testing
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3 QUALITY AND BIAS
James Harold Davenport
It is common to accuse systems, particularly AI systems or systems incorporating AI, of being ‘biased’ or ‘unfair’. These two words are often used synonymously, but we will follow the International Organization for Standardization (ISO) paradigm and distinguish between them – ‘bias’ being a statistical phenomenon, capable of precise definition, and ‘fairness’ an ethics one, whose interpretation depends on, for example, ‘established norms’, and hence perceptions of fairness can vary. More precisely, we adopt the following based on work under way in ISO/IEC SC 42, one of the standards development organisations examining the issue:
‘Bias’ is a systematic difference in treatment of certain objects, ...
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I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.