Hi Saranya,
Did you manage to find the solution to the problem? I am facing the same problem, while training a model for dataset in APD, the job runs for an hour and displays the 'Time out' message and the job terminates. Although their is no error messaged displayed so far only job cannot be executed.
Thanks,
Danish