Parameter: weight decay- optimizer ADAM

Hello, can someone explain me better, what the weight decay parameter in optimizer ADAM, does?
Thank you.

The weight_decay parameter adds a L2 penalty to the cost which can effectively lead to to smaller model weights.

https://dejanbatanjac.github.io/2019/07/02/Impact-of-WD.html

Thank you for you time, now i understand!