For Linux Courses especially Redhat, Gulf Business Machines offer this courses. It is located at Al Mana, United Cars Building in airport road.

You can visit http://www.gbm4ibm.com/ for more info.

For Oracle courses, just check other institute offering oracle courses in Qatar.