The O365 Power BI Service has an easy “expand” icon on reports to make them full screen whereas Power BI Report Server (PBIRS) lacks that feature. We can still view reports full screen, however, using this simple trick in the URL:
- Save your report to Power BI Report Server

- Click “Take me there” when finished or browse to your report manually in your browser

- Add ?rs:embed=true to the end of the URL

- Hit enter, and your report will display full screen! Use that appended URL for sharing with others or embedding in SharePoint pages.

It sounds like someday Power BI Report Server users may also be able to hide the “filters” pane seen on the right. In O365/Power BI Service, you’re currently able to do this to embedded reports by adding &filterPaneEnabled=false to the URL.
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