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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

Implementing a Model with Dash

This is the penultimate chapter of the book. It is about the last phase of the predictive analytics process—model communication and deployment. The point of building a model is using it in some way to solve a problem, so we always need to implement the model; despite this necessity, this stage is often forgotten and overlooked in many courses and resources on machine learning and predictive modeling. This chapter aims to fill this gap.

First, we will talk about the model communication and deployment phase—we will explain the main ways in which we implement a predictive analytics solution—a technical report, a feature of an existing application, or an analytic application. In this section, we talk about some important tips and considerations when communicating the results of a predictive modeling project.

In the following sections...

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