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.