Guesstavo is an NLP (Natural Language Processing) lyric generator powered by a bidirectional LSTM model implemented using Keras and TensorFlow. This project focuses on creating a tool that can generate creative and contextually relevant song lyrics, emulating the style of input lyrics provided to the model and the model is trained using a Taylor Swift dataset.