DeepPath utilizes convolutional neural networks (CNNs), a type of deep learning algorithm particularly well-suited for image analysis. These networks are trained on large datasets of histological images, learning to recognize patterns and anomalies that are indicative of various pathological conditions. Once trained, the model can analyze new images, identifying areas of interest and providing diagnostic suggestions.