We have demonstrated the value of using Machine Learning techniques on industrial designs to do significantly better than constrained random methods. Using RL for DV can save months of verification resource for Coverage Improvement and Early Bug Finding.  DNN’s provide a mechanism to fit non-linear functions that can mimic complex behaviors - even of a simulator.