A training institute that had operations in Western Australia has been slapped with a record $26.5 million penalty and must repay $56 million to the federal government over "callous" student recruitment tactics.

A training institute that had operations in Western Australia has been slapped with a record $26.5 million penalty and must repay $56 million to the federal government over "callous" student recruitment tactics.