Hi,I was looking at the SVD code, I am sure you are aware of this modification, but it would really make things faster. The idea is that you set up a minimum RMSE improvement so it would stop training a particular feature if the algorithm reaches that threshold. I implemented it based on your code, it is just a slight change.
Tamas
