Mel Frequency Cepstral Coefficients (MFCCs) are a representation of the short-term power spectrum of a sound, essential for applications in speech and audio processing. They capture important characteristics of the human vocal tract by mapping frequencies to a Mel scale, which mimics human auditory perception, making them effective for tasks like speech recognition.