A neural network project involves the design, implementation, and training of artificial neural networks to solve specific problems or tasks. Neural networks are a type of machine learning model that can learn from large datasets to make predictions or classifications, and can be applied to various fields such as computer vision, natural language processing, and robotics. Neural network projects often involve complex algorithms, data preprocessing, and hyperparameter tuning to achieve optimal performance.