Instructions
Open the main menu during gameplay by pressing the "Escape" key.
Select "Graphics."
Change the "Texture Quality" setting to "Medium" or "Low."
Change "Render Quality" to "Medium" or "Low."
Hit the "Space" key to apply your changes. Lowering the graphics settings should resolve the memory issue.