9. Linear Regression (IB533 110.1)

Unit Outlines:
◆ Predictive Models
。Method and Parameters
。Model and Coefficients
。Specificity vs. Generality
◆ Simple Linear Regression
。Linear Regression in R
。Estimate Model Coefficients
。Drawing Regression Line
。Make Prediction
。Measures Model Accuracy
◆ Multiple Linear Regression
。Coefficients as Random Variables
。Collinearity
。Model Selection
。Difficulties in Multiple Regression

Unit Notebook:
◆ 09A Simple Linear Regression (unit09A.html)
◆ 09B Multiple Linear Regression (unit09B.html)

Google Drive: 
◆ Course Material : [  ~/material/ ]
◆ Unit07:  [ ~/material/09_Regression/ ]

Unit09 Assignment: Due: 2021/12/26 (Sun.) 23:59
Personal Assignment:
Register to edX and sign in to MIT’s  The Analytic Edges course with audit option
Finish Unit2-1  The Statistical Sommelier: An Introduction to Linear Regression
Do the quiz in a Rmd, knit the HTML  and
upload it to 【 i.html/AnalEdge2 】with filename “<student.id>_AnalEdge2.html

參考連結:
◆  From Data to Viz
◆  Portal of Big Data BA Platform
◆  R: Self Learning Roadmap
◆  John Hopkins: R Programming online course
◆  John Hopkins: R Programming eBook
◆  Harvard: Data Science online course
◆  Harvard: Data Science ebook

◆ Week07c Video Recording