Learning stuff
Shoving knowledge into my brain
2020-06-15 — 2025-10-08
Wherein an account is presented of self‑directed pedagogy, AI tutors and spaced‑repetition flashcards are surveyed, and sleep and supplements are noted as adjuncts to deliberate practice.
Teaching, but for myself.
Edward Kmett’s Learning to Learn seems popular. Maybe Scott H Young’s pop-psychology life-hacks approach is useful? Ozy Brennan’s notionally teaching-oriented article, Evidence-Based Learning Strategies For Homeschoolers, has tips that also apply to self-learning for my inner schoolchild.
Also useful: sleep, performance-enhancing supplements, Flashcard repetition…
1 AI-augmented
A rapidly growing area, of course.
- Learn Your Way: Reimagining textbooks with generative AI draws on “dual coding theory” (Ainsworth 1999; Clark and Paivio 1991)
- AI tutoring outperforms active learning - by Gary Liang
- AI Tutoring Outperforms Active Learning | Research Square
- Two-Sigma Tutoring: Separating Science Fiction from Science Fact - Education Next
- Dr Philippa Hardman
- AI Tutors Double Rates of Learning in Less Learning Time
2 Spaced repetition/flashcards
See flashcards.
3 Incoming
A Learning Secret: Don’t Take Notes with a Laptop | Scientific American
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If you ask someone who’s good at dating for dating advice they’ll often tell you to “just be yourself”. Since they themselves are good at dating, being themselves serves them well. But if your self isn’t good at dating, you should probably be less yourself and more like the self of one of those people who are good at dating.
Andy Matuschak, Why books don’t work
Learn 150+ foreign languages with professional teachers online
Probabilistic programming with Pyro: modelling the forgetting curve
Heyday — your research helping hand
Heyday automatically saves content you view, and resurfaces it when you need it.
Stephen Malina, Elmer Gates and the Art of Mind-using
Josh Waitzkin, The Art of Learning
You’ll forget most of what you learn. What should you do about that?
Vicki Boykis, How I learn machine learning
Simon Willison, AI assisted learning: Learning Rust with ChatGPT, Copilot and Advent of Code
Andy Matuschak - Self-Teaching, Spaced Repetition, Why Books Don’t Work
The Machines of Mastery - by Ethan Mollick
That means that every student, regardless of their starting expertise or their rank within a class, gains roughly the same amount of skill and knowledge from practising. In fact, the average student needs to practise seven times in the average subject to achieve a “reasonable level of mastery”. Students who start out behind can catch up by practising more, and more advanced students need to practise less, but everyone gets almost the same benefit from practice … Even in its current form, ChatGPT is shockingly close to being able to help anyone, anywhere learn via deliberate practice.