TrojanNet attacks target deep neural networks (DNNs) in Deep Learning models. Deep Learning is currently the most common Machine Learning technique. This technique, inspired by the workings of the human brain, is based on a network of artificial neurons. This network can contain more or fewer layers, and the more layers there are, the deeper the network.