Task 1: Load the Data and Import Libraries
Task 2: Visualize the Data
Task 3: Data Standardization
Task 4: Compute the Eigenvectors and Eigenvalues
Task 5: Singular Value Decomposition (SVD)
Task 6: Selecting Principal Components Using the Explained Variance
Task 7: Project Data Onto Lower-Dimensional Linear Subspace