Neural networks, inspired by the human brain, are interconnected layers of nodes (neurons) that process information. Deep learning utilizes neural networks with multiple layers to automatically learn intricate patterns from large datasets. This enables powerful capabilities in tasks like image recognition, natural language processing, and predictive modeling, driving advancements in artificial intelligence.