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:	50
Created:	2022-02-03
License:	CC BY-NC-SA
Author(s):	Brian Caffo

Others Model, Data recovery Tutorials

Others related eBooks about Regression Models for Data Science in R

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....

The Basics of User Experience Design

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

Game Design Research

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

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....

The Data Science Design Manual

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

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....

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....

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....

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....

Getting started with Design patterns

Download free Design patterns tutorial course in PDF, training file in 32 chapters and 144 pages. Free unaffiliated ebook created from Stack OverFlow contributor....