This paper illustrates the advantages of Gabor transform and its modification to Fourier transform to perform time-frequency analysis. This technique allows us to extract feature from subsets of the original data and understand better properties of each signal’s part. This paper demonstrates the feature extraction on audio analysis application by using spectrograms and sound frequency retrieval from musical recordings.