Interpolation Algorithms are Mathematical Tools used to Estimate unknown values that fall within the range of a Discrete set of known data points. They are crucial in Numerical Analysis and Data Science for Constructing new data points within the range of a set of known data points, enabling Smoother transitions and Predictions in datasets.