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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

Product type Paperback

Published in Dec 2018

Publisher Packt

ISBN-13 9781789138719

Length 330 pages

Edition 1st Edition

Languages

Python

Tools

TensorFlow

Concepts

Predictive Analytics

Author (1):

Alvaro Fuentes

View More author details

Table of Contents (11) Chapters

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

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Technical requirements

Although this is mostly a conceptual chapter, you need at least the following software to follow the code snippets:

Python 3.6 or higher
Jupyter Notebook
Recent versions of the following Python libraries: NumPy and matplotlib

I strongly recommend that you install Anaconda Distribution (go to https://www.anaconda.com/) so you have most of the software we will use in the rest of the book. If you are not familiar with Anaconda, we will talk about it later in the chapter, so please keep reading.

You have been reading a chapter from

Hands-On Predictive Analytics with Python

Published in: Dec 2018

Publisher: Packt

ISBN-13: 9781789138719

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Authors (1)

Alvaro Fuentes

Alvaro Fuentes

Alvaro Fuentes is a senior data scientist with a background in applied mathematics and economics. He has more than 14 years of experience in various analytical roles and is an analytics consultant at one of the ‘Big Three' global management consulting firms, leading advanced analytics projects in different industries like banking, technology, and consumer goods. Alvaro is also an author and trainer in analytics and data science and has published courses and books, such as 'Become a Python Data Analyst' and 'Hands-On Predictive Analytics with Python'. He has also taught data science and related topics to thousands of students both on-site and online through different platforms such as Springboard, Simplilearn, Udemy, and BSG Institute, among others.

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