This lecture covers the interpolation formula to reconstruct a signal from its sampled version, addressing the crucial question of when the reconstructed signal matches the original. The sampling theorem, credited to mathematicians like Edmund Taylor Whittaker and Claude Edwood Shannon, establishes conditions for perfect signal reconstruction based on the signal's bandwidth and sampling frequency.