You can certainly teach yourself. If you get stuck you can search for tutorials online. And if you have a local sewing shop (an independent, not spotlight or lincraft) most run classes really cheap
You can borrow books from the library that show you how & you can purchase beginner patterns from the sewing counter

Enjoy!