Neural networks are primarily applied in machine learning and deep learning tasks. They are particularly effective for pattern recognition and natural language processing. By mimicking the human brain's structure, neural networks can analyze and learn from large datasets, enabling applications such as image recognition, speech recognition, and predictive analytics. Their ability to process complex data relationships is what makes them a cornerstone of modern AI solutions.