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Differences between expert and novice brains in mice: study
- slowhand09 7y agoA really good book on this is "Pragmatic Thinking and Learning: Refactoring Your Wetware" by Andy Hunt (of the Pragmatic Programmer series of books). I particularly like the explanation of the Dreyfus model of skill progression: Novice, Advanced Beginner, Competent, Proficient, and Expert.
- hinkley 7y agoI've heard some very vague grumblings about the Dreyfus model but never worked up the motivation to actually dig into them. But the first thing I noticed is that here's a guy writing a paper about skill progression and he hasn't encapsulated the act of writing a paper about skill progression as a progression of its own. I suspect it's more like Novice, Advanced Beginner, Competent, Proficient, Expert, Artist, Philosopher.
- iRobbery 7y ago“An expert is a person who has made all the mistakes that can be made in a very narrow field.” ― Niels Bohr
- tootie 7y agoHa. This is me now. Except I don't always know how to stop them from happening. I'm just less surprised when they happen.
- jjtheblunt 7y agoWhat a great perspective!
- SimbaOnSteroids 7y agoThis is way to coherent to have been written by Bohr.
- avip 7y agoan expert is someone who knows more and more about less and less, until finally he knows everything about nothing. But more seriously from Suzuki: the beginner's mind has many possibilities, the expert's mind has few. From the wonderful book "Zen mind, beginner's mind"
- epoch_100 7y agoImportant note for those unfamiliar with Suzuki: this quote is usually understood to be praising the beginner's mind, which is full of possibilities and without prejudice,[0] and pointing out the weakness of the expert's mind. [0] https://en.m.wikipedia.org/wiki/Shoshin https://en.m.wikipedia.org/wiki/Shoshin
- plasma 7y agoI like the four stages of competence (https://en.wikipedia.org/wiki/Four_stages_of_competence https://en.wikipedia.org/wiki/Four_stages_of_competence) which reads: 1. Unconscious incompetence The individual does not understand or know how to do something and does not necessarily recognize the deficit. They may deny the usefulness of the skill. The individual must recognize their own incompetence, and the value of the new skill, before moving on to the next stage. The length of time an individual spends in this stage depends on the strength of the stimulus to learn.[5] 2. Conscious incompetence Though the individual does not understand or know how to do something, they recognize the deficit, as well as the value of a new skill in addressing the deficit. The making of mistakes can be integral to the learning process at this stage. 3. Conscious competence The individual understands or knows how to do something. However, demonstrating the skill or knowledge requires concentration. It may be broken down into steps, and there is heavy conscious involvement in executing the new skill.[5] 4. Unconscious competence The individual has had so much practice with a skill that it has become "second nature" and can be performed easily. As a result, the skill can be performed while executing another task. The individual may be able to teach it to others, depending upon how and when it was learned.
- Stratoscope 7y agoThis reminds me of a saying we had in high school: Freshmen know not, and know not that they know not. Sophomores know not, and know that they know not. Juniors know, and know not that they know. Seniors know, and know that they know.
- cr0sh 7y agoThen you graduate, grow older, perhaps go on to university, grow older still, perhaps marry and have kids, continue to grow older, and if you're lucky... ...you realize that you still "know not that you know not, know that you know not, know not that you know, and know that you know" about most everything. Thus becoming humble and wise...?
- birdyrooster 7y ago
- jedberg 7y agoSo basically pruning the neural network makes it faster. Isn’t this effectively what we are doing since birth? As babies we just have a bunch of semi-random connections, and then we prune away as we learn. And in AI it’s basically the same. The fewer number of hidden nodes in your neural network the better, as long as there are enough nodes to accomplish the task.
- mempko 7y agoBabies are born with the capacity to learn language, motor skills, etc. The brain is very structured at birth for these capacities. So no, it isn't random, but probabilistic. Meaning the structure of the brain and connections are probabilistically formed via evolution. Or is this what you meant by semi in semi-random? In ML, think of evolution as hyper-parameter tuning. Most ML models have a defined structure but are tuned via learning. Pruning is probably such a tuning strategy in the brain.
- jedberg 7y agoYes that’s what I meant by semi-random. I was trying to keep it as layman as possible. :)
- WhompingWindows 7y agoExcept the mind is creating new neural connections throughout life. The idea that neuroplasticity is a baby's only phenomenon is a common myth. In fact, we can see new connections being formed whenever new skills and memories are formed in the elderly, and everyone has the capacity to make new connections at any time. Sure, the RATE of those connections being made is lower over time, we are constantly decelerating in our ability to add new skills.
- jedberg 7y agoMaking new connections doesn't preclude pruning old ones (or pruning new ones for that matter). And in fact the brain is doing both all the time. I just didn't think it was relevant to this discussion to go deeply into the details of neurogenesis.
- alwaysanagenda 7y agoFor a laymen like myself, I fail to see how this is anything more than additional evidence for Pavlovian response. Are you an "expert" when you learn that a specific pattern of actions results in a reward? That's all that's going on here -- lick the correct water spout according to the pattern of flashing lights, get a reward. How about an MRI of a newbie in flight school and an MRI of a seasoned pilot. What does that show in terms of neural development and associated pathways? What does the newbie's brain look like after extensive training? Can you measure neural pathways over many years and see how they grow or change?
- balabaster 7y agoAn expert having learned a magnitude more has magnitudes more experience than a novice. This education and experience has taught him (or equally her) how much there is left to learn and how little we really know. In our field, we have learned humility... no, not really learned, so much as have had it beaten into us so harshly that there's no ignoring it. It becomes a part of us. Conversely, this lack of experience and humility and the bubbling exuberance and over abundance of confidence that comes with inexperience tempts people to walk a path that someone with more experience dare never venture. It's these paths that help move us forward into the unknown. Our confidence comes from different places. An expert's from the confidence that they know their place in the world. They've learned their reality, they've learned to build tools to deal with and capitalize on that reality. Their experience has taught them how to survive and, if they're lucky, prosper. While a novice's confidence is often borne out of idealism, hope, arrogance, ego and sheer audacity. There is not only room for this in the world but, I believe, a need for it. That we need each other for humanity to move forward.
- bigred100 7y agoNot sure about the top part. I know several programmers, mathematicians, etc. who think they are geniuses and other fields are trivial.
- balabaster 7y agoSome people I guess never grow out of their ego... perhaps it's my naivete, but I'd like to think they're the exception rather than the rule.
- nomel 7y agoWhat comes first, the limited perspective or the ego?
- beauzero 7y agoWhen I was young, I said to God, 'God, tell me the mystery of the universe.' But God answered, 'That knowledge is for me alone.' So I said, 'God, tell me the mystery of the peanut.' Then God said, 'Well George, that's more nearly your size.' And he told me. -George Washington Carver
- Ozumandias 7y agoLove it. Reads like a country version of the Serenity Prayer. "God, grant me the serenity to accept the things I cannot change, Courage to change the things I can, And wisdom to know the difference."
- balfirevic 7y agoThe joke's on God. To truly get to the mystery of the peanut you have to go through the mystery of the universe!
- SubiculumCode 7y agoThis is pretty close to truth. And if all laws of physics at at work within the peanut, then all laws of the universe would be unlocked. Quite clever.
- CodeSheikh 7y agoSo let me get this, if too many neurons firing then it means it is a novice's brain and less neurons firing (targeted firing) means an expert, is that right?
- gsaga 7y agoWhen given a problem, an expert might be able to solve it by recalling the solution to another problem he solved earlier, while a novice has to actually solve the problem.
- hyperpallium 7y ago"In the novice's mind there are mang possibilities; in the expert's mind there are few."
- SamBam 7y agoThat's absolutely the case for a novice chess player vs expert. A novice will see so many pieces. So many possibilities. They have no idea how to choose between them. And there are so many, they'll fail to see an excellent move, or that one of their pieces is about to be killed. An expert sees far fewer moves, and so is able to look much further ahead.
- throwawaylolx 7y agoMaybe the title should indicate this is about an "expert" mouse.
- melvinroest 7y agoI wrote a literature review about this [1] in 2015 I think. I mostly look at support from fMRI studies in Shogi players (Japanese chess). While it was a school assignment, I took it very seriously as I knew the review itself would have very serious implications on my personal life. Summary: Main question: how can one develop an effective intuition? The development of an effective intuition relies on: a high validity environment, a high amount of practice and a high interoceptive awareness. The first two elements account for intuitive answers being right. The third element accounts for the gut feeling being felt by the person. As a result the brain changes, and integrates certain brain areas more into the default mode network. The idea that if one has high activation in a brain area a lot, then the structure will be changed. High validity environment: rules are easily understandable and deterministic (think chess), or you have a lot of practice moments (think poker). Understanding psychological patients would be an example of a low validity environment. [1] https://melvinroest.github.io/articles/intuition.pdf https://melvinroest.github.io/articles/intuition.pdf
- wehrkeoruw 7y agoLove this mindset; far too many people think of the System 1 part of our brains as things to fear and reduce as much as possible. Training it is vastly superior.
- derefr 7y agoIs intuition always a literal gut feeling (or rather, an embodied feeling, in the robotics sense), such that having no interoceptive awareness would be a hindrance to developing it? I always figured people were speaking mostly metaphorically about "gut feelings." Certainly, some kinds of intuitions (e.g. ones involving disgust or fear) are held onto as "physiological state" (i.e. written through motor-cortex commands; read back through pattern-detection in embodied cognition.) But I would expect most intuitions to present as e.g. sudden emotional states, or other weird purely-mental qualia.
- melvinroest 7y agoI'm biased, from my own literature review I gathered that one could strengthen their intuitive signal via meditation, which is basically feeling your body (not only your gut though). Intuitive feelings that I acted on were all body-related in my experience. In most cases, these intuitive feelings always had to do with assessing who another person is. My intuition about that seems to be pretty accurate. I think there's a lot more happening in your body than you might realize. I've noticed that myself by practicing mindfulness. However, I don't think it rules out your idea that some intuitions are purely mental. By the way the word emotion is a tough one, as I believe there is always a bodily component part to an emotion. I subscribe to the James-Lange theory [1] and the appraisal theory. In part, because I experience emotions in those ways before I even knew about the names and knew that these theories existed. In short how I view emotions is process-based: - An event occurs (thought, feeling, someone talks to you) - This automatically gets processed by you whether you want it or not (though when it's automatic, obviously you're not using your full cognitive resources on it) - This automatic processing concludes into two things: 1. You get thoughts about it 2. You get feelings about it (feelings in your body) Note: thoughts and feelings are immediately re-triggering this process. So it gets meta pretty quick as you can have feelings about feelings about thoughts about feelings about <mix_and_match_as_long_as_you'd_like> During my meditation retreat I realized that feelings come slightly earlier than thoughts. At least that's how I experienced it and I happened to be laser focused on observing my feelings and thoughts. Coincidentally, that's also why I believe I have no free will as my feelings give rise to my thoughts, even when I simply observe my feelings. I don't choose that these feelings give rise to thoughts (and there were times where I really didn't want them to give rise to thoughts), therefore there's no free will. But that's another story :D [1] There's probably a more advanced theory of this one as it is pretty old. For practical purposes, this theory was good enough for my understanding on what emotions are.
- daenz 7y agoI'm not an expert in ML or mice intelligence, but it sounds like some of the concepts have a mapping in ML. The author describes a faster decision making process happening in advance of the actual decision. This sounds like the development of a LSTM, where the contextual inputs leading up to a decision are encoded in the network. The author also describes an inhibitory network. This reminds me of a GAN, where the adversarial network is discriminating on whether or not the decision will be a good one based on its knowledge.
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- tictoc 7y agoIs the rat aware he's being used for a scientific experiment for human entertainment and a stepping stone to the mass enslavement of other species?