Resources

Beginner friendly and intuitive

• Statquest introduction to LR
• Statquest bias and variance

Rigorous and descriptive

• Linear Regression by Ben

Further Readings

• Stat-Overflow L1 vs L2 Loss
• ISLR Chapter 3
• PRML Chaper 3