Data Science, Machine Learning, Algorithms, Predictive Modeling.
over-fitting. Consider an example of a dataset having two parameters x1 and x2. It is divided in two classes as shown in figure below. Just like PCA, LDA finds a line on which it projects the dataset. In order to find this line, LDA performs two tasks simultaneously. First, it finds a line on which