The K nearest neighbors (KNN) algorithm is a popular and widely used classification algorithm in machine learning. It is a non-parametric method that makes predictions based on the similarity of a new data point to its neighboring data points. While KNN has its strengths, it also has some limitations in terms of scalability and the