When I started to dig deeper into WP I learned a lot from tutorials on Tuts+.
Like @shriharishastry said, the hooks is very important for WordPress and to truly understand how to build proper products for WP. When you understand actions and filters (the 2 types of hooks used in WP) you can start digging around at the Codex (WordPress' Documentation)