Nearest Neighbor Interpolation is a simple method used in image processing and data interpolation that assigns the value of the nearest data point to a target point, making it computationally efficient but potentially introducing blocky artifacts. It is best suited for categorical data or when speed is prioritized over smoothness and accuracy.