Machine learning makes all the difference. Stop by the Silvaco booth to learn more about our latest innovations. VarMan™ is a Variation Aware design verification tool that enables chip designers to achieve high sigma for analog blocks, standard cells libraries and memories. Using neural network algorithms, TechModeler™ creates highly accurate behavioral Verilog-A spice models with a remarkably small number of input samples. Cello™ is automating standard cell library creation, migration and optimization, exploiting dimensionality reduction algorithms applied to the SPICE model’s variation parameters, to optimize statistical characterization runtime.