Thanks muraiki and michaelochurch. This is a similar frustration I faced. The moocs often seem to teach you just enough that is similar to formula substitution, everything starts to crumble when you depart towards data that's significantly different. So I have begun from the bottom starting with MIT's Linear Algebra and Harvard's Statistics 110. Your comments have validated my journey though this is going to be a long one.