Hint: it's not different than running it under ubuntu without Windows.
sudo apt install postgresql-common
sudo sh /usr/share/postgresql-common/pgdg/apt.postgresql.org.sh
sudo apt-get update
sudo apt-get install postgresql-12
sudo /etc/init.d/postgresql start
sudo -i -u postgres
psql