Time-Frequency Analysis is a powerful method used to analyze signals whose frequency content evolves over time, providing insights into both temporal and spectral characteristics simultaneously. It is crucial in fields like signal processing, communications, and biomedical engineering, where understanding the dynamics of non-stationary signals is essential.