This lecture covers the theory behind quadrature formulas, including Newton-Cotes methods, Lagrange polynomials, and the Simpson rule. It explains how to calculate quadrature weights, choose nodes, and ensure accuracy. The lecture also discusses composite quadrature formulas and error estimation.