No, you do not need to do that. All steps will be proceeded completely online. Ugandan government currently allows many nationalities to apply for Ugandan eVisa. Please check requirements for details.
The allowed number of entries depends on the type of Ugandan eVisa. Ugandan e-Tourist and e-Transit visa are available for single entry only while East Africa Tourist Visa and Multiple Entry Visa are available for multiple entries.