Deletion of the training cannot be possible. However we can deactivate it. The Deactivate option gives the feasibility to stop anyone from taking up the training.
Path : Training Manager Role >> Learning Management >> All Trainings >> Select training >> Actions >> Manage training >> Actions >> Deactivate