TheOtherDave comments on How I Ended Up Non-Ambitious - Less Wrong
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This was my experience in physics, but didn't feel at all true in chemistry and bio. I understood the concepts fine, but nothing about the concepts seemed to let me derive anything on the fly or avoid rote memorization.
One of the interesting things about taking both an intro to materials science course (basically solid-state engineering) and a more traditional introductory chemistry course targetted to roughly the same academic level was seeing the difference in the underlying approach. The solid-state chem focused on deriving the macroscopic behavior from the physical properties of the atoms much more than the trad chem.