I am sorry you interpreted my response as a joke at your expense, it was meant as request for clarification because what you said meant pretty much the opposite of what you probably meant. I understand the is probably a bit of a language barrier, so I asked for clarification. It turns out you did not mean 'I don't want to Learn Things' what it seems you mean is that you do not want to blindly memorize things in the book without some understanding of your choices and the 'why's of what is used.
That, I can help you with a little. I used Android in Action. It is pretty good, and got me up and running. No book I have seen gives a good sample of all the options and how to choose between them, that is pretty broad. I also don't know about the Head First book you read (I never read it), so I can't compare it Android in Action to it. All I can say is it does a good job of introducing you to the various Android components, and how you would use them.
I also use Android Recipes: A Problem-Solution Approach. This is less of a beginners learning tool, and more of an examples and choices book. It provides a bunch of common problems, then provides a couple common solutions and tells you why they chose to do it a particular way. Lots of code. I found it great as the 'next step' after a beginners book. Maybe 50% of the design issues I had I could look up something relevant in that book and apply it to my application. I currently use that as a reference much more often than I use the Android in Action book.
Also, don't forget that the Android developers website (
http://developer.android.com/training/index.html) has a bunch of tutorial, 'how to use' guides, and the available API. Of all the reference material I use, this is the one I use most often.