#1 How about "The Umais Learning Centre"? #2 "Reaching the stars through study" #3 You could well leave it out. It is not really necessary in the title of an institution.
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Feebs11It is The College of the Queen. The same applies to King's College, Cambridge, founded by King Henry VI - it is the College of the King.
The other examples you provided were named for someone/somewhere, so the possessive is not used.
In the case of your institution, I would avoid the possessive as it will cause endless problems with peopl