title: Need to get clarity on cvxpy problem solver
body: <p>Recently started working on cvxpy problem solver (SVM SOCP) and everytime when I run, I am getting different answers. Do we need to define random_state here also or what is the best way to define this?</p>
  <p>Note that for getting SOCP constraints, we have to take square root of semidefinite matrix (covariance). For this we are following LDL decomposition.</p>