The First Bank of the United States was needed because the government had a debt from the Revolutionary War, and each state had a different form of currency. It was built while Philadelphia was still the nation's capital. Alexander Hamilton conceived of the bank to handle the colossal war debt — and to create a standard form of currency.
Thomas Jefferson, George Washington, and John Adams are also in this video. (less info)