Just started a new job. And found out im 5 weeks pregnant!

I have been in my new job for 3 weeks and found out I'm 5 weeks pregnant. Should I tell them now? I feel terrible! They are putting in a lot of effort for training etc. I'm also not 100% sure my heart is really in this job so probably won't return after the baby is born.