In this thesis, we implement deep learning to option pricing. A data-driven approach is proposed, through an Artificial Neural Network (ANN), to calculate the price of European call options with the Heston stochastic volatility model, in order to accelerate the numerical methods and show the ability of Artificial Neural Network to learn the model from the dataset.