Regression Models for Data Science in R

Download free course Regression Models for Data Science in R, pdf file on 144 pages by Brian Caffo.

The ideal reader for this book will be quantitatively literate and has a basic understanding of statistical concepts and R programming.

The student should have a basic understanding of statistical inference such as contained in "Statistical inference for data science". The book gives a rigorous treatment of the elementary concepts of regression models from a practical perspective.

After reading the book and watching the associated videos, students will be able to perform multivariable regression models and understand their interpretations.

Table of contents

Introduction
Notation
Ordinary least squares
Regression to the mean
Statistical linear regression models
Residuals
Regression inference
Multivariable regression analysis
Multivariable examples and tricks
Adjustment
Residuals, variation, diagnostics
Multiple variables and model selection
Generalized Linear Models
Binary GLMs
Count data

Pages :	144
Size :	4.3 MB
File type :	PDF
Downloads:	76
Created:	2022-02-03
License:	CC BY-NC-SA
Author(s):	Brian Caffo

Warning: Trying to access array offset on false in /home/tutovnfz/public_html/article.php on line 233

Others Model, Data recovery Tutorials

Others related eBooks about Regression Models for Data Science in R

High-Performance Modelling and Simulation for Big Data Applications

Download free course High-Performance Modelling and Simulation for Big Data Applications, pdf file on 364 pages by Joanna Ko?odziej, Horacio González-Vélez....

Cloud-Based Benchmarking of Medical Image Analysis

Download free course Cloud-Based Benchmarking of Medical Image Analysis, pdf file on 256 pages by Allan Hanbury, Henning Müller, Georg Langs....

UML for Java Developers

This tutorial is designated to teach the relationship between UML and Java languages to developers in order to make them easily understand the basics of analysis and computer designing,a free training document under 16 pages for download....

Introduction to the Unified Modeling Language

This pdf tutorial aims to teach you all the notions of the UML language so that you can easily model your data and processes with the standard UML 2.0....

Object Modeling with UML

The purpose of this tutorial is to teach you the UML 2.0 novelties .Download free pdf course on 151 pages for beginners....

Game Design Research

Download free course Game Design Research, pdf file on 230 pages by Petri Lankoski, Jussi Holopainen....

A Functional Pattern System for Object-Oriented Design

Download free course A Functional Pattern System for Object-Oriented Design, pdf file on 346 pages by by Thomas Ku?hne....

UML analysis and design

UMLTutorial in PDF ,free training document it's an overview of analysis and design using UML ,courses file under 120 pages designated to intermediat-level users....

The Design and Implementation of the Anykernel and Rump Kernels

Download free course The Design and Implementation of the Anykernel and Rump Kernels, pdf file on 218 pages by Antti Kantee....

The Basics of User Experience Design

Download free course The Basics of User Experience Design, pdf file on 73 pages by Mads Soegaard....