LibGuides: TIM-8521: Module 4

Lesson 7 Required Resources

Applied Statistics with Data Analytics (R), Zylabs.com

Data Science Foundations with R, Zylabs.com

This reading provides the necessary foundation for setting up the EDA environment.

Business Statistics: For Contemporary Decision Making, 7th Edition
Black K. (2011). Business statistics: contemporary decision making. John Wiley.
Read Unit IV Regression Analysis and Forecasting (Chapters 12,13 and 14)
Pattern Recognition and Machine Learning
Bishop, C. M. (2016). Pattern recognition and machine learning.
Read Chapter 3. Linear Models for Regression

Assignment 7 Sample Dataset
Use this sample dataset for the Week 7 Assignment.
Data Description
Data descriptions for Excel File

Applied Statistics with Data Analytics (R), Zylabs.com

Data Science Foundations with R, Zylabs.com

This reading provides the necessary foundation for setting up the EDA environment.

Business Statistics: For Contemporary Decision Making, 7th Edition
Black K. (2011). Business statistics: contemporary decision making. John Wiley.
Read Unit IV Regression Analysis and Forecasting (Chapters 12,13 and 14)
Pattern Recognition and Machine Learning
Bishop, C. M. (2016). Pattern recognition and machine learning.
Read Chapter 3. Linear Models for Regression

RStudio: Integrated Development Environment for R
PositTeam. (2023). RStudio: Integrated development environment for R. Posit Software, PBC. Retrieved from http://www.posit.co/
The R Project for Statistical Computing
R Core Team. (2023). R: A language and environment for statistical computing. Retrieved from https://www.R-project.org/
R Programming for Statistics and Data Science
R Programming for Statistics and Data Science (Media from Packt Publishing available freely through O’Reilly Media Inc.). (2018).
Watch and Read Chapter 11
Data Science and Machine Learning with R from A-Z Course [Video]
Galvan J.E. (2020). Data Science and Machine Learning with R from A-Z Course [Video]. O’Reilly.
Videos Chapter 11
NIST/SEMATECH Engineering Statistics Handbook
Smeaton, A. (2003). NIST/SEMATECH Engineering Statistics Handbook. https://www.itl.nist.gov/div898/handbook/
Read Chapter 4. Process Modeling. Smeaton defines EDA, its purpose, and its history, setting the stage for the entire course content.
R Markdown: The Definitive Guide
Xie, Y., Allaire, J. J., & Grolemund, G. (2018). R markdown: The definitive guide. CRC Press. https://bookdown.org/yihui/rmarkdown/