> so you can stop collecting the unnecessary data I think that's the key, thanks. But still, if some inputs are redundant shouldn't this be somehow apparent i

> so you can stop collecting the unnecessary data I think that's the key, thanks. But still, if some inputs are redundant shouldn't this be somehow apparent in the eigen-vectors/values of the covariance matrix (making PCA an indirect feature selection algorithm)?