I feel very sleepy. Can I take a nap in afternoons?

Yes, absolutely. If you feel sleepy during the day, you can take a nap. There is no harm in doing so. 

However, when you improve your eating habits, your lifestyle, and once you start getting adequate deep sleep at night, the need to take an afternoon nap, will slowly go away.