Regression Analysis with Python (English Edition): Learn the art of regression analysis with Python - Softcover

Alberto Boschetti; Luca Massaron

Softcover

ISBN 10: 1785286315 ISBN 13: 9781785286315

Verlag: Packt Publishing, 2016

Inhaltsangabe

Learn the art of regression analysis with Python

About This Book

• Become competent at implementing regression analysis in Python
• Solve some of the complex data science problems related to predicting outcomes
• Get to grips with various types of regression for effective data analysis

Who This Book Is For

The book targets Python developers, with a basic understanding of data science, statistics, and math, who want to learn how to do regression analysis on a dataset. It is beneficial if you have some knowledge of statistics and data science.

What You Will Learn

• Format a dataset for regression and evaluate its performance
• Apply multiple linear regression to real-world problems
• Learn to classify training points
• Create an observation matrix, using different techniques of data analysis and cleaning
• Apply several techniques to decrease (and eventually fix) any overfitting problem
• Learn to scale linear models to a big dataset and deal with incremental data

In Detail

Regression is the process of learning relationships between inputs and continuous outputs from example data, which enables predictions for novel inputs. There are many kinds of regression algorithms, and the aim of this book is to explain which is the right one to use for each set of problems and how to prepare real-world data for it. With this book you will learn to define a simple regression problem and evaluate its performance. The book will help you understand how to properly parse a dataset, clean it, and create an output matrix optimally built for regression. You will begin with a simple regression algorithm to solve some data science problems and then progress to more complex algorithms. The book will enable you to use regression models to predict outcomes and take critical business decisions. Through the book, you will gain knowledge to use Python for building fast better linear models and to apply the results in Python or in any computer language you prefer.

Über diesen Titel

Über die Autorin bzw. den Autor

Having joined Kaggle over 10 years ago, Luca Massaron is a Kaggle Grandmaster in discussions and a Kaggle Master in competitions and notebooks. In Kaggle competitions he reached no. 7 in the worldwide rankings. On the professional side, Luca is a data scientist with more than a decade of experience in transforming data into smarter artifacts, solving real-world problems, and generating value for businesses and stakeholders. He is a Google Developer Expert(GDE) in machine learning and the author of best-selling books on AI, machine learning, and algorithms.

Details zur Ausgabe

• Verlag: Packt Publishing
• Erscheinungsdatum: 2016
• Sprache: Englisch
• ISBN 10: 1785286315
• ISBN 13: 9781785286315
• Einband: Taschenbuch
• Anzahl der Seiten: 325
• Kontakt zum Hersteller: Packt; https://www.packtpub.com/; ; 2nd Floor, 35 Livery Street; Birmingham; B32PB; Vereinigtes Königreich
• Verantwortliche Person: gpsr@libri.de; gpsr@libri.de; ; Friedensallee 273; Hamburg; 22763; Deutschland