Although the official language in Greece and Athens is Greek, English is also widely spoken, so you shouldn't experience any problems when visiting the city. English is very widely spoken in Greece, especially in the most touristy parts of the city.
Can you visit Greece without knowing Greek?
You don't really need to learn many Greek words for a short visit. Most places you'll go to, especially tourist areas, people can communicate in English.