A Gender From Voice Prediction App using Machine Learning (ML) is an application that utilizes an algorithm trained on a dataset of human voice recordings to predict the gender of a speaker based on their voice characteristics. The app works by analyzing features of the voice signal such as pitch, frequency, and amplitude. These features are then compared to a set of pre-defined parameters to determine the likelihood of the speaker being male or female.