You have a data set with 100 data points. You have 100 models each with VC dimension 10. You set aside 25 points for validation. You select the model which produced minimum validation error of 0.25. Give a bound on the out of sample error for this selected function. Suppose you instead trained each model on all the data and selected the function with minimum in sample error. The resulting in sample error is 0.15. Give a bound on the out of sample error in this case.

+1 862 207 3288