@khalida Please try to run the examples again to see the speedup. In my opinion 
, you are facing the problem of cold start and hence classsification CPU time 
is significantly more than other numbers. I also faced a similar issue. While 
comparing again, I didn't find too much of a difference in speedup for 
classification/regression example while running on Windows ec2 server. 
Classification GPU time:: 1.65 sec elapsed
Classification CPU time:: 1.74 sec elapsed
Regression GPU time:: 16.11 sec elapsed
Regression CPU time:: 16.19 sec elapsed


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