Vassiliev invariants, also known as finite type invariants, are a class of knot invariants that are defined by considering how a knot changes under certain moves, specifically through singularities. They form a graded algebra and are essential in the study of knot theory for their ability to distinguish between different knots and links using a finite set of calculations.