If you'd like to see some visual representations of conditional independence is neither necessary or sufficient for independence, confounding causes, explaining away, etc. you should be able to view these videos from ai-class.com.

Working the exercises gave me a better understanding than the "I understand this and so don't need to actually apply it" feeling that almost satisfied me.