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Mastering Machine Learning with Spark 2.x
book

Mastering Machine Learning with Spark 2.x

by Alex Tellez, Max Pumperla, Michal Malohlava
August 2017
Beginner to intermediate
340 pages
8h 42m
English
Packt Publishing
Content preview from Mastering Machine Learning with Spark 2.x

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 ...

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Publisher Resources

ISBN: 9781785283451