Yes, through a specific lane of the lending market. A number of banks and lenders in South Florida run foreign national mortgage programs built for buyers without US credit histories. They underwrite from your passport, international bank references, and documented income or assets abroad rather than from a US credit score.
The trade-offs are consistent across programs: larger down payments than domestic loans, more documentation of funds, and pricing that reflects the lender's added work. In exchange, buyers keep capital free instead of paying all cash, which matters to investors running more than one property.
Because programs differ meaningfully between lenders, the right move is comparing several rather than accepting the first term sheet. Rangely can introduce lenders in Miami who close international files routinely and can run the whole purchase alongside them in English or Spanish.