I have The Filmmaker's Eye, it's a great read. I would recommend The Art of Watching Movies, it goes over everything, from directing to editing, and I have just ordered The Filmmaker's Handbook.
I like the idea of writing down interesting dialogue you hear. Definitely going to try that.
My goals are to keep learning about cinematography and theory so i'm always improving, and make some really cool short films.