A non-conformance means that something went wrong. It could be in a product, service, process, and the result does not meet the specifications or requirements in some way.
Corrective actions are what you do to fix a problem. These include both immediate actions to 'put out the fire' and also the longer term measures you take to ensure the problem won't occur again.