If expenses exceed income, then you are correct you won't owe any tax.
You will file Schedule C as a sole proprietor or as a single-member Limited Liability Company (LLC). You wouldn't use a Schedule C to report business income and expenses of a C Corporation or S corporation.
Please click here for information on penalties.
Please click here for IRS guidance on estimated taxes