Yes, you have to report income from Uber as self employed. You will have to enter the information in Schedule C, and enter all your income and expenses. You may have to pay self employment taxes ( Social Security and Medicare taxes) on your income.
Some Tax tips for Uber drivers
Please see below to enter Schedule C:
https://ttlc.intuit.com/replies/3302122
