In 2022, Deepfakes were the talk of the town. People were shocked that video or voice could be replicated so easily. I decided to create a deep learning network to identify deepfaked audio. I incorporated a featureset that most would pass over: the style of speech. By analyzing the style of speech as well as micro-artifacts in the audio file, I achieved results that wouldn’t have been possible with either method alone.