Regression Analysis with Python

Name: Regression Analysis with Python
Brand: Packt Publishing Limited
SKU: 9781785286315
Price: 45.82 EUR
Availability: InStock

Autor: Luca Massaron, Alberto Boschetti

Jazyk:

Väzba: Brožovaná

Vydavateľ: Packt Publishing Limited

Dostupnosť: Skladom u dodávateľa

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45.82 €

Learn the art of regression analysis with PythonKey Features:Become competent at implementing regres...

Informácie o knihe

Autor

Luca Massaron, Alberto Boschetti

Jazyk

Angličtina

Väzba

Kniha - Brožovaná

Vydalo

2016

Stránok

312

EAN

9781785286315

ISBN

9781785286315

Enbook ID

10811481

Vydavateľ

Packt Publishing Limited

Hmotnosť

586

Rozmery

191 x 235 x 17

Kompletný popis

Learn the art of regression analysis with Python

Key Features:

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

Book Description:

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.

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

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.

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