Pruning is a technique used in various fields such as machine learning and horticulture to remove unnecessary or less important elements, thereby optimizing performance or growth. In neural networks, pruning reduces model complexity by eliminating redundant parameters, while in gardening, it enhances plant health and productivity by cutting away dead or overgrown branches.