Hi there , This blog Post will tell you how to tune R using different techniques, so lets get started:
We Would use the Sonar Dataset. This is the data set used by Gorman and Sejnowski in their study of the classification of sonar signals using a neural network. The task is to train a network to discriminate between sonar signals bounced off a metal cylinder and those bounced off a roughly cylindrical rock.
Each pattern is a set of 60 numbers in the range 0.0 to 1.0.