ORLANDO—President Trump beat expectations with Hispanic voters in 2016 and now his re-election campaign is launching a national effort to win over more, beginning in Florida.

The “Latinos for Trump” rollout will take place in Miami on Tuesday—a day before the city hosts the first Democratic presidential primary debate—with Vice President Mike Pence appearing with party members, including Florida Lt. Gov. Jeanette Nunez.

The...