I hadn't heard of cross-validation and this was a clear explanation. For that example I would have just used the singular value decomposition since it minimizes

I hadn't heard of cross-validation and this was a clear explanation. For that example I would have just used the singular value decomposition since it minimizes the least squares, now I'd definitely use cross-validation.