Hi @Shaukat and welcome to the Onward Challenges community 
There has been some good discussion on the forum regarding the number of classes in submissions. Generally, if you reduce the number of classes in your model, the scoring will run in the allotted amount of time. We recommend trying this and seeing if that can help get you on the board.
Onward Team