Telenovelas are beloved for their over the top drama and intricate plot twists. In this talk, we’ll review popular telenovelas to synthesize a typical telenovela arc and use it to train a deep learning model. What would a telenovela script look like as imagined by a neural network? To answer this question, we’ll examine three Python deep learning frameworks - Keras, PyTorch, and TensorFlow - to determine the process of translating a telenovela into a neural network and ultimately determine which one will be best for the task at hand. Be prepared for amor, pasiòn, and y el misterioso!