Problem 1: Feature reduction with PCA.
Reduce your features with PCA. Run a regression with the chosen number of PCA's, report your findings.
Problem 2: Compare your results
Compare the result of PCA with the Feature Selection techniques. What are the advantages and drawbacks of PCA vs. individual Feature Selection?