This code loops through a a set of combination of the C and Gamma Parameter of a Support Vector Machine. After identifying the maximum, the range of the two parameters is adjusted and a new loop unfolds. Further explanations are as comments in the code. The script is applicable to any data set that seeks to classify in to two labels. Variables like number of simulations per parameter combination and number of loops are the bottom of the code.