Yes, this is called a home occupation and is permissible in the City. There are some restrictions on home occupations and only certain types of businesses can operate out of a home. The home occupation regulations can be found in Land Development Code Section 5.01.01.
A Business Tax Receipt is required for all home occupations, the application can be found on the Business Tax Receipts Page.