Note - this twitter thread] is where I first heard the terms bottom-up vs top-down learning
- By bottom-up learning I mean learning by collecting all the more basic, essential facts, memorising them, then going up to the next level of abstraction/complexity, memorising/grokking this level, then climbing up, etc
- Michael Nielsen details it in his incredible Augmenting Long-Term Memory post from his Augmenting Cognition blog:

- So yeah, itās the case of thoroughly getting to grips with everything, in order. Front-loading the learning, not trying to grapple complex stuff straight away
- Itās super super powerful. For one job I was applying for recently, whilst waiting to do my 2-day in person work trial, I decided to spend 3 days learning about the ānuclear securityā Effective Altruism cause area. At first you drown in acronyms and treaties and donāt know what the hell is going on, then you systematically learn them all and the context around them and boom, you have a solid base level of understanding and can talk to people about the stuff. Itās really really cool
- See also Hermeneutic circle, hermeneutic spiral
The failure mode
- The failure mode of this is that it can be a little infantilising ā thereās a sense of āwell, I canāt grapple with anything beyond my understanding yet, I need to learn all the basic facts firstā
- For me this manifested as e.g. āI wonāt think about current affairs, to get a better world model Iāll first have to learn the basics of various fields, like maybe if I read and make thorough flashcards from an economics textbook then one day Iāll be ready to grapple with ārealā thingsā

- Turns out this is similar to reading to understand (as opposed to reading to engage)