February 2016
Beginner to intermediate
312 pages
7h 23m
English
Content preview from Regression Analysis with PythonBecome 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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Summary
In this chapter, we have dealt with many different problems that you may encounter when preparing your data to be analyzed by a linear model.
We started by discussing rescaling variables and understanding how new variables' scales not only permit a better insight into the data, but also help us deal with unexpectedly missing data.
Then, we learned how to encode qualitative variables and deal with the extreme variety of possible levels with unpredictable variables and textual information just by using the hashing trick. We then returned to quantitative variables and learned how to transform in a linear shape and obtain better regression models.
Finally, we dealt with some possible data pathologies, missing and outlying values, showing a few ...
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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.