Data Science, Machine Learning, Algorithms, Predictive Modeling.
below, we can see that the entire dataset can be plotted on two new axis which are first principal component (PCA_1) and second principal component (PCA_2) . Most of the variance is along PCA_1 and remaining amount of variance is along PCA_2. Now, if we project all the points on PCA_1, variance