How do I access the parameters in Classify using Support Vector Machine as method?

You can try setting them as suboptions

Classify[xtrain -> ytrain, 
 Method -> {"SupportVectorMachine", "KernelType" -> "Linear", 
   "SoftMarginParameter" -> 2}]