Thank you very much (also for your fast response), this is great. However, it would be even greater if it can also include a simple classification example (rather than RL) where I guess the augmented random search can still be used (at least that is the case in the above example). Because it would be much easier for me to grasp it on such simple classification setting than RL, in which I am newbie; and give it a short in my existing problems. Cheers.