August 2017
Beginner to intermediate
340 pages
8h 42m
English
Content preview from Mastering Machine Learning with Spark 2.x
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Data
Lending Club provides all available loan applications and their results publicly. The data for years 2007-2012 and 2013-2014 can be directly downloaded from https://www.lendingclub.com/info/download-data.action.
Download the DECLINED LOAN DATA, as shown in the following screenshot:
The downloaded files contain filesLoanStats3a.CSV and LoanStats3b.CSV.
The file we have contains approximately 230 k rows that are split into two sections:
- Loans that meet the credit policy: 168 k
- Loans that do not meet the credit policy: 62 k (note the imbalanced dataset)
As always, it is advisable to look at the data by viewing a sample row or perhaps the ...
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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.