Login to admin area = > Site Settings = > System Settings = > Embed Type = > select object
Check in embeded code for "autostart=1" . if you can see just remove or replace with "autostart=0".
If its not there just added "autostart=0" into embeded code and check its working.
Are you using jw Player ?
If yes ,upload vShare default player and check the autoplay
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