The trip from your home to the first pick-up, and from the last drop-off to your home, is quite questionable if it is deductible. Generally, unless you have a qualified home office, that driving is not deductible because it is "commuting". However, driving for Uber is a bit of a gray area when the first 'business location' starts.
