Reading for multiple linear regression
Optional:
Data Analysis Using Regression and Multilevel/Hierarchical Models
by Gelman A., and Hill, J.:
Section 3: Linear regression: the basics
Section 4: Linear regression: before and after fitting the model
An Introduction to Statistical Learning with Applications in R
by James, G., Witten, D., Hastie, T., and Tibshirani, R.:
Section 3: Linear regression (you can skip section 3.5)