Can I read Regression Analysis with Python on EtoBox?

Regression Analysis with Python by Massaron, Luca; Boschetti, Alberto; is a book available to read on EtoBox.

What is Regression Analysis with Python about?

Cover 1 Copyright 3 Credits 4 About the Authors 5 About the Reviewers 6 www.PacktPub.com 7 Table of Contents 8 Preface 14 Chapter 1: Regression – The Workhorse of Data Science 22 Regression analysis and data science 23 Exploring the promise of data science 24 The challenge 24 The linear models 26 What you are going to find in the book 27 Python for data science 28 Installing Python 29 Choosing between Python 2 and Python 3 30 Step-by-step installation 31 Installing packages 32 Package upgrades 34 Scientific distributions 35 Introducing Jupyter or IPython 36 Python packages and functions for linear models 40 NumPy 40 SciPy 41 Statsmodels 41 Scikit-learn 42 Summary 43 Chapter 2: Approaching Simple Linear Regression 44 Defining a regression problem 45 Linear models and supervised learning 46 Reflecting on predictive variables 47 Reflecting on response variables 52 The family of linear models 53 Preparing to discover simple linear regression 54 Starting from the basics 56 A measure of linear relationship 60 Extending to linear regression 64 Regressing with StatsModels 64 The coefficient of determination 67 Meaning and significance of coefficients 70 Evaluating the fitted values 72 Co

Author

Massaron, Luca; Boschetti, Alberto;

Language

EN