What are some ways to avoid owing taxes?

There are many situations that can be handled differently to reduce taxable income legally, but each situation is extremely unique.  There are far too many to identify here in a general post.

You may benefit from hiring a tax professional in your area to help you file with your best situation.

Sounds to me like you may need to seek the services of a financial planner.