L2 regularisation is just weight decay

The math is identical. L2 adds a penalty term λ‖w‖² to the loss. Follow the gradient and you get a multiplicative shrink factor on the weights at every step — that shrink factor is weight decay. Two names, one operation. Frameworks that expose both knobs are giving you the same lever twice.