I have almost no direct knowledge of mathematics. I took various mathematics courses in school, but I put in the minimal amount of effort required to pass and immediately forgot everything afterwards.
When people learn foreign languages, they often learn vocabulary and grammar out of context. They drill vocabulary and grammar in terms of definitions and explanations written in their native language. I, however, have found this to be intolerably boring. I'm conversational in Japanese, but every ounce of my practice came in context: either hanging out with Japanese friends who speak limited English, or watching shows and adding to Anki new words or sentence structures I encounter.
I'm convinced that humans must spike their blood sugar and/or pump their body full of stimulants such as caffeine in order to get past the natural tendency to find it unbearably dull to memorize words and syntax by rote and lifeless connection with the structures in their native language.
I've tried to delve into some mathematics recently, but I get the impression that most of the expositions fall into one of two categories: Either (1) they assume that I'm a student powering my day with coffee and chips and that I won't find it unusual if I'm supposed to just trust that once I spend 300 hours pushing arbitrary symbols around I'll end up with some sort of insight. Or (2) they do enter the world of proper epistemological explanations and deep real-world relevance, but only because they expect that I'm already quite well-versed in various background information.
I don't want an introduction that assumes I'm the average unthinking student, and I don't want an exposition that expects me to understand five different mathematical fields before I can read it. What I want seems likely to be uncommon enough that I might as well simply say: I don't care what field it is; I just want to jump into something which assumes no specifically mathematical background knowledge but nevertheless delves into serious depths that assume a thinking mind and a strong desire for epistemological sophistication.
I bought Calculus by Michael Spivak quite a while ago because the Amazon reviews led me to believe it may fit these considerations. I don't know whether that's actually the case or not though, as I haven't tried reading it yet.
Any suggestions would be appreciated.
Most people are bad at understanding. As students they usually prefer to memorize things, because it is a strategy that works best in short term. When they grow up and become teachers, they recite things to students and expect them to memorize it.
In math, in addition to memorizing facts verbally, there is also a lot of procedural knowledge (solving equations). This is probably one of the reasons most people hate math. But even the procedural knowledge can be taught in the memorizing way; only the verbal memory is replaced by the muscle memory.
Understanding is a step yet beyond procedural knowledge. Most people don't get there; even most teachers don't.
And being able to explain stuff to beginners -- that's the ultimate art. It requires not only having a good understanding of the topic, but also being able to untangle it to a linear thread that can be gradually fed to a human and will allow them to build a proper model of the topic. This requires also an understanding of humans, and an understanding of understanding.
So why aren't most math textbooks better? I guess it's either because there are not enough good mathematicians who also happen to be good at explaining to beginners... or maybe the market for textbooks that teach understanding simply is not big enough.
If you want to learn a specific topic, maybe you could ask about it on LW.
I agree with you that procedural knowledge is frequently based upon memorization. However you then use this other term: understanding. Are you sure that understanding is distinct from memorization of lots of related concepts and then drawing inferences of the relations between those concepts? Possibly understanding is the memorization of certain concepts which can be applied to a variety of other concepts.
Edit - To put this another way it seems like you're saying we focus too much on crystallized intelligence and not enough on fluid intelligence however... (read more)