How was the militia different from the regular army?

The militia were not (and are not) full time soldiers. In the US, they originated as locally or state organised forces, and continue to serve a state level role, although the Militia Act of 1903 and the Total Force Policy of 1974 effectively make them federal reservists first and foremost.