Site Collection Features Not Visible - SharePoint 2010

Trying to spot "Site Collection Features" in your SharePoint Site and unable to find it? Here is how you approach it:

• Open Central Administration
• Select Application Management
• Click Change Site Collection Administrators
• Add yourself as the Administrator (Primary or Secondary)
• Get back to your Site and refresh the page.

I am sure you are good to go :)

Find out why are you not able to create a New Site using Enterprise Search Center template?