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Mastering Machine Learning with Spark 2.x

You're reading from   Mastering Machine Learning with Spark 2.x Harness the potential of machine learning, through spark

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Product type Paperback
Published in Aug 2017
Publisher Packt
ISBN-13 9781785283451
Length 340 pages
Edition 1st Edition
Languages
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Authors (3):
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Alex Tellez Alex Tellez
Author Profile Icon Alex Tellez
Alex Tellez
Michal Malohlava Michal Malohlava
Author Profile Icon Michal Malohlava
Michal Malohlava
Max Pumperla Max Pumperla
Author Profile Icon Max Pumperla
Max Pumperla
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Toc

Motivation

The Lending Club goal is to minimize the investment risk of providing bad loans, the loans with a high probability of defaulting or being delayed, but also to avoid rejecting good loans and hence losing profits. Here, the main criterion is driven by accepted risk - how much risk Lending Club can accept to be still profitable.

Furthermore, for prospective loans, Lending Club needs to provide an appropriate interest rate reflecting risk and generating income or provide loan adjustments. Therefore, it follows that if a given loan has a high interest rate, we can possibly infer that there is more inherent risk than a loan with a lower interest rate.

In our book, we can benefit from the Lending Club experience since they provide historical tracking of not only good loans but also bad loans. Furthermore, all historical data is available, including final loan statuses representing...

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