An artificial neural network is inspired by the structure of the human brain and consists of interconnected nodes (analogous to neurons). These networks are foundational to many deep learning algorithms and can be trained to recognize patterns. Solvice leverages such networks to enhance the efficiency of its solvers in certain applications.