By role

• RTL/verification engineer: math basics -> neural basics -> ML in verification/test -> deployment stack.

• PD/STA engineer: compute hardware -> accelerator architecture -> ML timing/power prediction.

• Architecture lead: roofline + precision -> dataflow + memory -> accelerator sizing scenarios.

• CAD/EDA owner: training pipeline -> EDA ML workflows -> MLOps governance.