The answer is; What ever bike you will WANT to ride EVERY day!
Even in the rain, snow, what ever.

The bike that you LONG to ride even when you can't.

Thats the bike that will work for weight loss quickest.
Not because of the weight, but because you ride it more.

BTW:

IMO, going fast is fun