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Hands-On Predictive Analytics with Python

You're reading from  Hands-On Predictive Analytics with Python

Product type Book
Published in Dec 2018
Publisher Packt
ISBN-13 9781789138719
Pages 330 pages
Edition 1st Edition
Languages
Author (1):
Alvaro Fuentes Alvaro Fuentes
Profile icon Alvaro Fuentes

Table of Contents (11) Chapters

Preface 1. The Predictive Analytics Process 2. Problem Understanding and Data Preparation 3. Dataset Understanding – Exploratory Data Analysis 4. Predicting Numerical Values with Machine Learning 5. Predicting Categories with Machine Learning 6. Introducing Neural Nets for Predictive Analytics 7. Model Evaluation 8. Model Tuning and Improving Performance 9. Implementing a Model with Dash 10. Other Books You May Enjoy

Understanding the business problem and proposing a solution

In this section, we talk about problem understanding and definition, and other aspects related to the activity of defining the problem that will be solved using predictive analytics. Of course, the specifics of this stage depend entirely on the project, so we will provide only very generic guidance about this. However, when discussing the practical examples, we will touch on some of the important considerations when understanding the problem in a predictive analytics project.

Context is everything

What we call Problem understanding and definition is the first stage in the process, and as we mentioned in the last chapter, this is a key stage because here is where we...

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