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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4 TESTING MACHINE LEARNING SYSTEMS
Adam Leon Smith
In this chapter we will explore testing ML systems, how testing specialists fit in to the process, levels of testing, metrics and techniques. In addition, we’ll discuss how to test some specific characteristics of AI systems.
THE ROLE OF A TESTER
If you are working in an organisation developing ML systems, you might be lucky enough to be working with a smart team of data scientists and engineers. Some testing and quality specialists (as well as developers, for that matter) might be intimidated by the mathematical-sounding language and seemingly magic processes these teams use. Frequently, testers shy away from fully testing their outputs, or are discouraged from evaluating them. How can ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
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.