Go to see a mortgage advisor at your bank or other high street lender! But on £12k a year you are on a VERY low salary to begin with. Your poor credit won't help either.
You probably won't be able to borrow more than about £45k. Are there houses for that price in your area ?
Good luck anyway
Find an experienced mortgage broker. They have avenues to many lenders.
A bank can help you.