This lecture covers the Fundamental Theorem of Analysis, stating that for a continuous function f defined on a closed interval [a, b], if F is any primitive of f, then the integral of f over [a, b] is equal to F(b) minus F(a). Through examples like integrating cos(x), the instructor demonstrates how to apply this theorem in practice.