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Hands-On Predictive Analytics with Python

You're reading from   Hands-On Predictive Analytics with Python Master the complete predictive analytics process, from problem definition to model deployment

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Product type Paperback
Published in Dec 2018
Publisher Packt
ISBN-13 9781789138719
Length 330 pages
Edition 1st Edition
Languages
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Author (1):
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Alvaro Fuentes Alvaro Fuentes
Author Profile Icon Alvaro Fuentes
Alvaro Fuentes
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Table of Contents (11) Chapters Close

Preface 1. The Predictive Analytics Process FREE CHAPTER 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

Introducing neural network models

There is no question that lately neural networks and deep learning are terms that have attracted a lot of attention. Although there is definitely a lot of hype and misunderstanding of these technologies, they are behind some of the most important developments and breakthroughs in the field of artificial intelligence—self-driving cars, language translators, speech recognition, super-human level players in many board games, computer vision, and many other achievements are directly related to different kinds of deep learning models.

In this chapter, we will learn about one basic type of neural network model—the MLPs will use these models to solve predictive analytics problems, in particular, we will apply them to solve the two examples we have been working on within the book. After finishing this chapter, we will be able to include...

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