November 2015
Intermediate to advanced
190 pages
4h 11m
English
Content preview from Test Driven Machine LearningBecome 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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Chapter 8. Exploring scikit-learn Test First
We've explored building the machine learning models from scratch, we've learned about tuning a classifier, and we've understood the usage of a third-party library, all in a test-driven manner. We haven't really talked about building a full system around these techniques. When we say "full system", we're talking about something that promotes sustainable and controlled software development. If we build an entire machine learning project and aren't careful about it, we can end up being tightly coupled with a third-party library. This is a bad thing because this could put us in a situation where changing the underlying library could mean we have to rewrite the entire system.
Why is this important? After ...
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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.