The notes I’ve taken for the course STAT 6420 - Applied Linear Models. The suggested textbooks are Applied Linear Statistical Models by Michael Kutner, Christopher Nachtsheim, John Neter and William Li. The book Linear Models with R by Julian Faraway also helped a lot.