Can I use Unity for private use?

I am wanting to get into game creating and was wondering if I can use the free version of Unity to create games that would be for personal use, mainly for me and my brother. Also this leads to my other question of can I play the games I create using the Unity engine?

yes to all of your questions. Read the EULA but you have no worries to have.