Pelosi expressed her backing for the accord at a news conference Thursday morning on Capitol Hill.
The Obama administration has launched a full-court press to win over skeptical Democrats in Congress, and Pelosi's support is a key gain.
By law, the administration must submit the deal to Congress, which has 60 days to review the pact and vote to approve, disapprove or remain silent.