I did my first 5k with a little less than 8 weeks of training and I was able to complete it. Slow down and walk as much as you feel you need to; it's about going the distance, not finishing in a certain amount of time.
I used C25k and found it pretty helpful. I haven't run in a while but I have signed up for a few 5ks this spring as motivation.
You can do it!