Time-Frequency Distribution (TFD) is a representation of a signal in both time and frequency domains simultaneously, providing insights into how the spectral content of a signal evolves over time. It is crucial for analyzing non-stationary signals where frequency components change with time, enabling applications in fields like audio processing, telecommunications, and biomedical signal analysis.