A PyTorch implementation of the deepFM (Deep Factorization Machines) model for click prediction. It is based mainly on the original paper (https://arxiv.org/abs/1703.04247) applied to the criteo-privacy challenge 2021 dataset (https://www.adkdd.org/2021-privacy-ml-competition). The hyperparameters search is included using the HyperOpt package.