Artificial Intelligence, Machine Learning, Software Development, Information Technology, Statistics.
is our first principal component as it accounts for the highest variance or spread of the data[3,10]. The new feature vector which has the first two princpal components that have the highest eigenvalues(eigenvectors) In this example, we have 4 features and there will be four principal components.