Buying a house. Fed Tax write offs?

Loan will be for $528k. 6.325% rate. So, a shit ton of interest. Can I increase my dependent count on with work and offset what I can write off without much risk? Married, filing jointly.

I am trying to avoid a large tax refund (since that money can pay more towards this mortgage earlier).