The use of spaced repetition memory systems has changed my life over the past couple of years. Here's a few things I've found helpful:
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I use Anki (https://apps.ankiweb.net/ ), both desktop and mobile apps. I've no affiliation with them at all.
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I review cards on the mobile app, while going for walks, in line at the coffeeshop, in transit, and so on. I find it meditative. It takes about 20 mins each day.
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I tried (and failed) several times to take Anki up.
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But what finally made Anki "take" was frustration that I'd never really learned the Unix command line.
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For fun, I wondered if it might be possible to use Anki to essentially completely memorize a (short!) book on the command line. It was. I didn't memorize all options, but I did memorize nearly all I could imagine ever using. This was very exciting!
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A caveat: there is a difference between remembering facts and mastering processes. It's one thing to know a command; it's another to actually type the command.
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To really internalize a process, you need to actually do the process. Still, I've found the transfer relatively easy.
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(I've experimented with miming the actions while reviewing cards, but it doesn't work so well and is annoying.)
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An example: when learning about soft linking I initially had a question "How to create a soft link?" with answer "ln -s filename linkname".
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This was too complicated --- I always stumbled on the order of filename and linkname.
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I broke the question in two: "What is the command and option to use to create a soft link?" A: "ln -s". And "What is the ordering of filename and linkname"
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This sounds silly and obvious, but the improvement was very considerable: the two cards became trivial.
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(There's something quite deep about memory in this example, which I don't understand.)
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Learning places and all kinds of facts about my city, from the best things to order at a particular restaurant to demographic statistics (really) to favourite places in parts of the city I don't visit often.
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Reading papers and books and watching videos. This is especially helpful for building mastery outside your area of expertise. You can (say) read a paper multiple times through, each time just grabbing what is easy, gradually building up an understanding.
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For instance, this is how I read the AlphaGo paper (for my article https://www.quantamagazine.org/is-alphago-really-such-a-big-deal-20160329/ … ).
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I read and reread the paper several times, as well as consulting a lot of adjacent papers, Wikipedia etc.
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The early cards were mostly very simple things: facts about TDGammon (which used a similar approach to beat Backgammon), very basic facts about how Go works, and reinforcement learning and Monte Carlo Tree search.
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Of course, I didn't master all the literature around the paper. But I think I made pretty rapid progress coming up to speed.
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Now, just to write one article that wouldn't necessarily have been a good use of time. But a nice thing about Anki is that the information is retained. When the AlphaGo Zero and AlphaZero papers came out, they were very easy to read.
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Verb form: I talk and think of "Ankifying" a paper or book etc.
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It's easy to overdo it, especially initially, and waste time Ankifying useless info. Over time, I've found myself cultivating heuristics for how much to Ankify.
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E.g., for many papers the answer is 0 to 5 questions. But for papers I want to understand better it might be 20 to 40. And for deep papers that I want to master it may be hundreds.
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Lots more to say, but I'll leave it there for now.
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