This lecture explains the concept of differential privacy, focusing on the bias that arises when individuals decide whether to tell the truth or not, leading to a correction method to ensure accurate results. The instructor uses examples to illustrate how the correction process works and emphasizes the importance of a strong legal system to support the implementation of differential privacy, particularly in scenarios like contact tracing.