Am new to ML, background in signal processing and traditional CS. Have been working on classifying raw audio from my custom created datasets and I want to move into prediction and then generation(GANs)

Is there any difference between GANs and prediction ? Like if I wanted to predict the next audio sample how would my current classification CNN change? My thinking is to be able to predict the next sentence from a recorded sentence.