I would say it's necessary. Not only is the sentence (in my opinion) grammatically incorrect without it, the use of "my" also ensures that the listener/reader knows that you're not living with someone else's parents.
However, I agree with jutfrank that your sentence would be understood without "my" but I would add that it would mark you out as a non-native speaker of English.