Neural networks are designed to mimic the way the human brain processes information, enabling AI systems to identify complex patterns and make decisions based on data inputs. The AAIATM Study Guide defines neural networks as central to deep learning architectures that emulate cognitive functions. "Neural networks simulate the interconnectivity and learning processes of the human brain. This capability enables AI systems to handle unstructured data and perform tasks such as image recognition, natural language processing, and predictive analytics."