Can we do powershell remoting using web browser in Office 365 Exchange Online/ Azure AD, the way we can do in Server 2012 ????
You're mixing some technologies.
Server 2012 includes PowerShell Web Access, which is a web-based PowerShell console. You access that via normal HTTP. It then uses Remoting to access other computers on its network.
Office 365 doesn't offer PowerShell Web Access.
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