February 2023
Intermediate to advanced
248 pages
7h 23m
English
Content preview from Experimentation for EngineersBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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4 Response surface methodology: Optimizing continuous parameters
This chapter covers
- Designing experiments to optimize continuous parameters
- Modeling your business metric as a function of system parameters
- Optimizing over the model
- Validating the optimal parameter settings
A/B tests are straightforward and reliable. They are the “gold standard” of experiments, but there is a cost—that is, the time, money, or risk involved in obtaining experimental results—to running them. Each of chapters 3-6 presents a method that aims to reduce that cost. For example, multi-armed bandits (MAB) adapt the experiment design continuously as new individual measurements are taken, and this reduces the time spent running the inferior version—A or B—of the system. ...
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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.