Then it's time to review the apps you installed.
Apps allocate memory and well designed app release that claimed memory to the system when it's not necessary anymore.
Bad designed apps don't.
You can read a bit about it here.
The menu gives you options to learn more.
BTW When you launch your device in safe mode; is it behaving in the same manner, eating memory?
