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: 33
Created: 2022-02-03
License: CC BY-NC-SA
Author(s): Brian Caffo
Regression Models for Data Science in R

Others Model, Data recovery Tutorials

Others related eBooks about Regression Models for Data Science in R

Cyber-Physical Systems: A Model-Based Approach

Download free course Cyber-Physical Systems: A Model-Based Approach, pdf file on 205 pages by Walid M. Taha, Abd-Elhamid M. Taha, Johan Thunberg....

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....

Game Design Research

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

Model-Based Engineering of Collaborative Embedded Systems

Download free course Model-Based Engineering of Collaborative Embedded Systems, pdf file on 411 pages by Wolfgang Böhm, Manfred Broy, Cornel Klein, Klaus Pohl, Bernhard Rumpe, Sebastian Schröck....

Physical Modeling in MATLAB

Download free course Physical Modeling in MATLAB, pdf file on 169 pages by Allen Downey....

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....

Foundations of Multi-Paradigm Modelling for Cyber-Physical Systems

Download free course Foundations of Multi-Paradigm Modelling for Cyber-Physical Systems, pdf file on 298 pages by Paulo Carreira, Vasco Amaral, Hans Vangheluwe....

Business Models for the Data Economy

Download free course Business Models for the Data Economy, pdf file on 21 pages by by Q Ethan McCallum, Ken Gleason....

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....

The Data Science Design Manual

Download free course The Data Science Design Manual, pdf file on 456 pages by Steven S. Skiena....