Neural networks are computational models designed to recognize patterns and make decisions. They are inspired by the structure and function of the human brain. Neural networks consist of layers of interconnected nodes, or neurons, each performing simple computations. These models can be trained to perform specific tasks by adjusting the weights of the connections based on the input data.