HI @jainshasha 
i tried to replicate your problem but in my case i was able to run jobs in parallel
(the only difference is that i am running notebook from workspace, not from repo)

As you can see jobs did not started exactly same time but it run in parallel 

Can you send a screenshot from your Job runs page  and Job Compute page ? 
Are you using spot instances ?