Inference mechanisms are computational processes used to derive logical conclusions from a set of premises or data, often employed in artificial intelligence and machine learning to make predictions or decisions. They involve techniques that allow systems to generalize beyond the explicit information available, enabling adaptive and intelligent behavior.