Do I still need to go to the US Embassy?

I got my green card back in July 2021 through the Diversity Visa lottery. As my previous status was F1 and I completed the green card process while being in the United States,

Do I need to go to the US Embassy when I visit home or Im good to come back to the US whenever I want with my green card?