5 ms·
>An unhelpful but common metaphor is that of the brain-as-computer, or computer-as-brain. The two things are often presented as working the same way. A brain “s
by dqpb 9y ago
>An unhelpful but common metaphor is that of the brain-as-computer, or computer-as-brain. The two things are often presented as working the same way. A brain “stores” memories like files on a hard drive, and software uses “neural networks” to learn like the human mind does. But the reality of learning is different. The computer won’t forget where the file is, and the neural network can only learn what it’s told to.
So many flaws packed into one paragraph.
>brain-as-computer, or computer-as-brain
That would be two different metaphors, not one
>A brain “stores” memories like files on a hard drive
Nobody thinks this
>The computer won’t forget where the file is
Brains don't forget because they can't find the file...
>neural network can only learn what it’s told to
The power of neural networks is that they discover patterns on their own. Thats the whole f*ing point of neural networks.
- killjoywashere 9y ago> A brain “stores” memories like files on a hard drive > Nobody thinks this Ahhh... I don't know. That was certainly a fiction that a number bosses where happy to foist on my generation back in the day. It makes for a very convenient basis to blame the junior for virtually anything.
- boomboomsubban 9y ago>Brains don't forget because they can't find the file... They sort of do. The act of remembering alters the connections to other information made. Later, when trying to recall something again, the original connections may no longer work leaving you unable to find the information. >The power of neural networks is that they discover patterns on their own. Thats the whole f*ing point of neural networks. They can only find patterns in what they're told to.
- dqpb 9y ago> They can only find patterns in what they're told to. I disagree. If you feed a bunch of images into a CNN, it doesn't just learn flower, cat, etc. It learns more fundamental things such as edges, textures, patterns. see: https://distill.pub/2018/building-blocks/ https://distill.pub/2018/building-blocks/ Moreover, you can use simple reward signals, such as "progress forward", to learn complex locomotion: https://www.youtube.com/watch?v=hx_bgoTF7bs https://www.youtube.com/watch?v=hx_bgoTF7bs If you still think these represent "find[ing] patterns in what they're told to", I would argue you only think that because the scale of these experiments is so small.
- boomboomsubban 9y ago>If you feed a bunch of images into a CNN, it doesn't just learn flower, cat, etc. It learns more fundamental things such as edges, textures, patterns. Inputting a bunch of pictures is telling it to find patterns in those pictures. And though some of those patterns are fundamental things, at some point it will need to be told what patterns are useful.
- Maybestring 9y agoThat they are limmited to seeing things that they see is trivially true of all things that see.
- pessimizer 9y agoThat they are limited to seeing things that they are told to see is not.
- deleted 9y ago[deleted]
- jerf 9y ago">A brain “stores” memories like files on a hard drive Nobody thinks this" If you ask them directly and they bring it up to conscious recognition, no, approx. nobody thinks this. However, if you witness people's actions when they set out with the deliberate goal of learning something, they clearly act as if they believe they can write something "once" to the "brain's hard drive" and retain it indefinitely by sheer force of will, and that failure to do so is a moral or character failing. Articles like this are important to correct people's implicit, unexamined beliefs. Of course if you've been on HN for a while, you've had spaced repetition of the importance of spaced repetition (albeit perhaps not on the optimal schedule), so you may feel it's very common knowledge. It isn't. Only a few subcultures have heard of it; the broader culture is ignorant of these ideas.
- neltnerb 9y agoI mean, is this really not common knowledge? I am having trouble coming up with examples from my real life where people aren't aware of it. Sports? Practice. Spelling? Practice. Theater? Rehearse. It's practically an automatic response when people ask how to get better. I don't think this is a mystical life hack, we do this with babies, children, students, and I have never heard an adult seriously suggest that they can memorize something in one go. Well, okay, maybe the president and people with photographic memories. But in general? If people decide they want to learn something they definitely are aware it will take work and practice and repetition. Maybe they don't want to do that work, but I doubt they're truly surprised when they don't make progress.
- austinjp 9y ago@jerf refers to "spaced repetition" which is a specific form of the "practice" you mention. Basic practice is of course ubiquitous. Spaced repetition is less common, but becoming better known. Incidentally: You mention sports practice. This is a really fascinating topic, possibly different from mental recall such as spelling and theatre lines. A beginner in a sport can practice in a very general manner, since anything they do is likely to produce improvement. Someone who has just started learning tennis may benefit from the occasional game of squash or badminton, for example. Put another way, in problem space they are very distant from the target, so any effort has a reasonable chance to take them in a direction which is vaguely towards the target. An expert athlete, however, must practice very specifically. They are very close to the target: only movement directly toward the target is useful. The tolerance is far less, the number of directions they can take is far fewer. Additionally, the extremely fine control of the musculoskeletal system necessary for athletes degrades slightly with absence from practice. The specific activity must be regularly practiced to achieve peak performance, and ensure the neurological specialisation is maintained. This is why professionals must "warm up", to ensure the nervous system is tuned to peak performance. (Avoiding injury is a separate and complicated issue.) Spaced repetition is related to this, since athletes must indeed practice/train. But the time element here is very complex, and unique to the sport, the athlete, and much more. Frequency, rest, intensity, endurance and more are in that mix. Add mood, motivation etc and it becomes almost overwhelmingly complex. Possibly why some of the finest athletes aim to take emotions out of the mix: simplicity and reliability. Perhaps! A lot of this is still poorly understood, as it is with memory and recall.
- DoubleCribble 9y ago>Brains don't forget because they can't find the file... Isn't this what the expression "It's on the tip of my tongue" refers to? You know you have the name/word/??? somewhere in your brain, but you can't access it.
- dqpb 9y agoThats a good point