Kording —-& Lab 🦖 Profile Banner
Kording —-& Lab 🦖 Profile
Kording —-& Lab 🦖

@KordingLab

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Konrad kording, @Penn Prof, deep learning, brains, #causality , rigor, , , Transdisciplinary optimist, Dad, Loves outdoors, 🦖

Philadelphia, PA
Joined November 2012
Don't wanna be here? Send us removal request.
@KordingLab
Kording —-& Lab 🦖
4 years
Spectacularly happy @neuromatch news: we just received an emergency license from the US Government to operate in Iran. Thanks to the community that helped make this happen! ❤️ We can now push further towards the dream of global science without borders.
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@KordingLab
Kording —-& Lab 🦖
6 years
Science is about overcoming failures. List: (1) once I got to be professor, my first 23 grant proposals we're rejected. I am very comfortable now. (2) I was mediocre at school (~B) and particularly bad at stats. Much of my lab's work is close to stats now.
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@KordingLab
Kording —-& Lab 🦖
11 months
Woo hoo. I got to hold a copy of our book in my hands today! Great feeling
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@KordingLab
Kording —-& Lab 🦖
2 years
Just my yearly reminder: there is a standard format behind (probably) most published papers. I highly recommend all students look at that format: makes writing easier for my students (and myself)
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@KordingLab
Kording —-& Lab 🦖
4 years
All materials from @neuromatch academy on one page now: If you teach data science (in any subdomain) you got to look at this. Amazing work by our volunteer team.
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@KordingLab
Kording —-& Lab 🦖
2 years
Massive whitepaper just dropped on why neuroscience progress should continue to drive AI progress: Argues for an embodied turing test. Needed: real interdisciplinary people, shared platform(s), fundamental research
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@KordingLab
Kording —-& Lab 🦖
4 years
Today is my birthday. 🎁 🎂 And I want to use it as an opportunity to thank all the people who work to make neuroscience better, more fun, and more human. 🎉 ❤️ I feel blessed to be part of this community.
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@KordingLab
Kording —-& Lab 🦖
1 year
Machine learning can easily produce false positives when the test set is wrongly used. Just et al in @NatureHumBehav suggested that ML can identify suicidal ideation extremely well from fMRI and we were skeptical. Today retraction and our analysis of what went wrong came out.
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@KordingLab
Kording —-& Lab 🦖
4 years
I have a causality joke, but not sure it is the reason why you laugh.
@VenkRamaswamy
Venkat Ramaswamy
4 years
I have a theory joke, but not sure if it would work in practice.
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@KordingLab
Kording —-& Lab 🦖
3 years
Wrote a paper don't know where to send it? Got a paper and don't know who should review it? Worried you miss related papers? All scientists should use jane for such questions: Been in love with it for years and only just realized not everyone knows.
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@KordingLab
Kording —-& Lab 🦖
5 years
Just re-advertising "ten simple rules for structuring papers" - it helps my trainees write far better drafts. And do I wish that the papers I review followed it. #readability
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@KordingLab
Kording —-& Lab 🦖
4 years
Neuroscientists: if you want to learn computational techniques apply to our online summer school: Please help reach out to the community that is not on twitter and language communities. This will be great.
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@KordingLab
Kording —-& Lab 🦖
2 years
What is the biggest question you think neuroscience should answer in the next decade?
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@KordingLab
Kording —-& Lab 🦖
1 year
I know I publish too many papers. But some of my colleagues publish 100 papers a year: e.g. and there are assistant professors who publish >50. Seems widespread () Is this a good development? How do people even do that?
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@KordingLab
Kording —-& Lab 🦖
2 years
Hugely honored and challenge accepted. Not an April’s fools joke. Starting my tenure today.
@CIFAR_News
CIFAR
2 years
Congratulations to Konrad Kording @KordingLab , new co-director of the CIFAR Learning in Machines & Brains program alongside Yoshua Bengio. Our deep thanks to @ylecun for his long tenure in this role as he moves to program advisor.
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@KordingLab
Kording —-& Lab 🦖
4 years
I consistently learn more preparing teaching materials than doing research. Just saying.
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@KordingLab
Kording —-& Lab 🦖
1 year
Aligning latent representations of neural activity [Review] With @evadyer we ask how recordings across times, conditions or animals can be aligned. No supervised signals needed! Try the codes here:
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@KordingLab
Kording —-& Lab 🦖
4 years
So for 4 months I have pretty much worked on @neuromatch academy all the time. Every day I woke up, found new problems to solve. And helped solve them. It feels so weird to wake up and not do that. Want to again express appreciation for team!
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@KordingLab
Kording —-& Lab 🦖
4 years
Inviting all neuroscientists. Join us for zoom drinks tomorrow (saturday) evening at 9pm east (EDT). I hear there are breakout rooms (and otherwise we can realtime break out). Will send a link tomorrow.
@KordingLab
Kording —-& Lab 🦖
4 years
It is time to #CancelEverythingNow . But only the offline things. Why isn't online-drinking-together a thing yet?
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@KordingLab
Kording —-& Lab 🦖
2 years
AI and natural intelligence (NI) appear so different. A group of us asked “why?” The answer: we have to go back to the future! A thread. 1/6
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@KordingLab
Kording —-& Lab 🦖
5 years
What does it mean to understand a neural network: - Tim Lillicrap and me try to think deeply about how pondering neural networks changes our goals as neuroscientists.
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@KordingLab
Kording —-& Lab 🦖
4 years
Thanks to all 2862 #neuromatch2020 participants, speakers, helpers, team, and matchers. Love you all. Was so much fun. Lets get together again sometimes soon. Talks (invited and contributed) are all recorded - simply go to .
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@KordingLab
Kording —-& Lab 🦖
2 years
I learned: Understanding Neuro is useless for ai. Understanding Ai is useless for Neuro. Understanding Neuro is useless for Neuro. And understanding ai is useless for ai. ;) wonderful threads all around.
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@KordingLab
Kording —-& Lab 🦖
4 years
At NMA ( @neuromatch ) we are devastated about our inability to serve the Iranian community. We want to build a political outreach powerhouse (e.g. do interviews with journals, op-eds, twitter campaigns). Who can join us make this be effective?
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@KordingLab
Kording —-& Lab 🦖
4 years
We asked what people want to learn at summer school. Here are the most popular ones: ML, DL, Bayes, Behavior, RL, Stats, Networks, RNNs, fMRI, Dynamics, Dimensionality rediction, Causality, Model comparison, spikes, Information Theory. + many flavors of "good modeling" Thank you
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@KordingLab
Kording —-& Lab 🦖
4 years
Are you a neuro/ psych/ data grad student or postdoc who needs a remote position in summer/fall 2020? Visa depends on it? Reluctant to ask? Let us try to help. NeuromatchCareers will explore potential matches that match your interests and skill set.
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@KordingLab
Kording —-& Lab 🦖
4 years
Big open summer school (July) in computational neuroscience. What would you like your students to learn? We want to run the best course possible for the field. Help us by filling out the topics-to-learn-for-your-students questionnaire:
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@KordingLab
Kording —-& Lab 🦖
2 years
There are now so many notebooks / Jupyter books that are awesome at explaining stuff. Way better than papers. Why is there not a place to find them all? Why are they not cross linked? It’s a new ecosystem. It’s not papers with code. It’s mostly learning with code. I prefer.
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@KordingLab
Kording —-& Lab 🦖
3 years
After living here for more than a decade, I became a citizen of the United States of America. Honored to join such a high energy place. I hope I will contribute to making it a little bit nicer. 🇺🇸❤️
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@KordingLab
Kording —-& Lab 🦖
5 years
It is important to realize that authors, reviewers, and editors are human beings. So. We wrote this paper on quasiexperimental causality which just appeared. - Somewhere it mentioned that people who are rich "own yachts" are probably happier.
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@KordingLab
Kording —-& Lab 🦖
3 years
Know python and data science but want to add deep learning? Not just the superficial ideas but intuition and implementation? Intensive summer school. Team based. 3 weeks in August: - amazing lecturers, the best tutorials I can imagine.
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@KordingLab
Kording —-& Lab 🦖
1 year
The big logical gap within systems neuroscience Neuroscientists make causal statements about brains. “We want to understand how the brain works, how it computes, how to fix it.” The relevant causal problems are high dimensional with billions of neurons nonlinearly affecting one…
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@KordingLab
Kording —-& Lab 🦖
2 years
Paper's official summary "having a million subjects is way better than just thousand for brain imaging based phenotype prediction" - real message "brain data is practically useless for phenotype prediction, even if we had millions of subjects". Time to shut down the field?
@danilobzdok
Danilo Bzdok
2 years
Our next piece on performance scaling #deeplearning in imaging neuroscience: Marc’s work projects 3-9 fold improvements in prediction performance for behavioral and mental health phenotypes when moving from one thousand to 1 million samples @uk_biobank
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@KordingLab
Kording —-& Lab 🦖
2 years
Are papers that raise doubt about the core of a field essentially impossible to publish or are they not written? Who has experience with those? Feel free to DM if publicly discussing is not good. What examples of such papers are there?
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@KordingLab
Kording —-& Lab 🦖
5 years
Reviewers were amazingly helpful but one saw an opportunity to have some fun pointing out "Mo money mo problems":
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@KordingLab
Kording —-& Lab 🦖
4 years
Why is it ok to introduce someone as "got his PhD at xxx"? Isn't it elitist? Why does it even matter decades beyond this PhD? Why is it considered more important than what they studied? Or their contributions?
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@KordingLab
Kording —-& Lab 🦖
4 years
Causality is a central, arguably *the* central topic in neuroscience. Why do I have trouble finding more than a handful of people worldwide who actually work on causal inference?
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@KordingLab
Kording —-& Lab 🦖
3 years
No. No neuralink chips will probably never replace language. A) technically we are far further away. B) there is simply no reason/market/point to it. Humans can already talk faster than they think.
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@KordingLab
Kording —-& Lab 🦖
3 years
So if @elonmusk does on monkeys what countless people (a dozen labs?) did decades ago on both monkeys and humans everyone is super impressed and it is national news. Why?
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@KordingLab
Kording —-& Lab 🦖
3 years
Academia should be a joint voyage of discovery.
@leoschilbach
Leonhard Schilbach
3 years
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@KordingLab
Kording —-& Lab 🦖
3 years
3 week deep learning summer school (Aug 2-20) by at @neuromatch is coming. Will have projects. And obviously tutorials where people learn the skills by doing them. Anything under- or overemphasized in this syllabus relative to what is most useful?
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@KordingLab
Kording —-& Lab 🦖
5 years
Every neuroscientist and ml scientist should read Rich Sutton's "bitter lesson" assay.
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@KordingLab
Kording —-& Lab 🦖
4 years
And for people just tuning in. We will run a massive, open for all neuroscientists, free or nominal price, summer school that will basically teach all these things in July (3 weeks). All timezones. Tight work with TAs.
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@KordingLab
Kording —-& Lab 🦖
3 years
Want to learn computational neuroscience? Not just the superficial ideas but all the implementations? Want to learn how to implement it all? 3 weeks in July: @neuromatch here: - amazing lecturers, the best tutorials I can imagine.
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@KordingLab
Kording —-& Lab 🦖
4 years
I think that the brain almost certainly approximates gradient descent. And here is why: Any learning episode only appears to change the brain a tiny bit. 1/5
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@KordingLab
Kording —-& Lab 🦖
5 years
Now, the editor did spot this. And did what editors do with references - make them better. Altogether this was a great experience with @NatureHumBehav @marike_cogneuro et al.
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@KordingLab
Kording —-& Lab 🦖
4 years
How to run big (neuro)science conferences online  —  what we learned. Let us make online conferences awesome.
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@KordingLab
Kording —-& Lab 🦖
5 years
Officially announcing NBDT (), a new journal by the data, behavior, physiology, theory community for this community. We tested it in open beta and just published the very first issue. Officially accepting submissions.
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@KordingLab
Kording —-& Lab 🦖
2 years
Hot take: Proofs in many ICML papers are a thin veneer of mathematical sophistication, meant to show the authors' refinement. They are not generally meant to contribute to math or to apply to reality but as proving membership in a tribe. A bit like an NFT.
@shortstein
Thomas Steinke
2 years
I reviewed 3 papers for ICML 2022 @icmlconf . All 3 had fundamental flaws (like theorems that are demonstrably false). None of the other 6 reviewers noticed these flaws and gave 👍. This is the sorry state of ML conferences...
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@KordingLab
Kording —-& Lab 🦖
5 years
If people think that computer simulations can replace animals any time soon they are sorely mistaken. Big mistake by the EPA: And I am saying that as a leading brain simulation scientist.
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@KordingLab
Kording —-& Lab 🦖
4 years
This account is, obviously, apolitical, as it should be. But it is not a political question if this country should have justice for all. Science is a collaborative endeavor, and injustice against anyone threatens everyone and poisons the trust that underlies science.
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@KordingLab
Kording —-& Lab 🦖
5 months
"Why the simplest explanation isn’t always the best" - commentary with @evadyer highlighting how dimensionality reduction does not usually give us what we want. "Major Achievement: Dino scatterplot in paper" unlocked.
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@KordingLab
Kording —-& Lab 🦖
2 years
I am incredibly inspired to be named (as of today) the "Nathan Francis Mossell University Professor" (). He founded Douglass Memorial Hospital. Above all, a man of principles. I don't think I can ever live up to his standards but I'll try. 1/2
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@KordingLab
Kording —-& Lab 🦖
4 years
Big open summer school (July) in computational neuroscience. What would you like to learn? We want to run the best course possible for the people who would participate. Help us by filling out the topics-to-learn questionnaire:
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@KordingLab
Kording —-& Lab 🦖
4 years
Neuromatch reached 4k registrants shortly after closing. Massive worldwide audience. Great matching, debates, talks, posters etc. Amazing community. Global. Positive. Watch *all* talks/debates/etc here for free:
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@KordingLab
Kording —-& Lab 🦖
2 years
Was just going to share that, as of today, U2 is taking over @neuromatch for a payment of $213M in cash and an undisclosed sum in stock. The leadership will be immediately replaced by a group of MBAs with the main goal of lowering payment of TAs. Today is a truly special day.
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@KordingLab
Kording —-& Lab 🦖
10 months
Meh. Mandatory code and data sharing. Rigorous science standards. Ways of appealing exploitative practices and abuse. Outlaw paywalls. Efficient reviewer time use. Post publication review. Mandatory preprints. Literally everything is more important than first author stuff.
@pdhsu
Patrick Hsu
10 months
The most impactful near-term thing we can do in science publishing to improve research culture is to prominently credit and display co-first authors. It should be immediately clear. Right now, readers have to click on author contributions or decode weird superscript symbols 👇
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@KordingLab
Kording —-& Lab 🦖
2 years
10 years. 1 text book. Interested in Bayesian models of perception and action? Help us with feedback
@weijima01
Wei Ji Ma
2 years
Bayesian modeling of perception and action: draft of book with Konrad Kording ( @KordingLab ) and Daniel Goldreich ( @dangoldreich ) done after 10 years... To be published by @mitpress but already freely available on . Comments are welcome (link there)!! 1/2
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@KordingLab
Kording —-& Lab 🦖
3 years
Yearly reminder. I recommend to all new students of science our guide breaking down the standard structure of papers. Gotta know the structure, to creatively break it.
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@KordingLab
Kording —-& Lab 🦖
3 years
Opinion: every student needs to learn how to code. Whatever we do, we live in a world shaped by code. Understanding code is necessary to shape it. We need to teach it so well that every student wants to learn it. Enable improving the world. Think about what that means.
@jslbutler
John Butler
3 years
Replace the word neuroscience with any discipline from science to the arts. Learning to code is essential. It teaches algorithmic logical thinking which helps break problems down.
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@KordingLab
Kording —-& Lab 🦖
4 years
ML folks: what are the best ideas from neuroscience that you found actually useful? because "neurons exist" is so 1890s. And "attention helps" is so 1890s as well. #NeurIPS2019
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@KordingLab
Kording —-& Lab 🦖
1 year
Who of the famous people in the field would be ready to publicly talk about their non-rigorous research in the past? I think that few people have ever published 10 papers without major rigor issues in at least one of them. Let's normalize talking about rigor.
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@KordingLab
Kording —-& Lab 🦖
3 years
I guess that all that staying at home made me blue. But then, I guess I should have chosen the @neuromatch color.
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@KordingLab
Kording —-& Lab 🦖
1 year
So what was cool about the @neuralink presentation was not any specific thing they presented. It's rather that they do many of the coolthings that us neuroscientists have been doing. And all of them a tad better than the field did.
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@KordingLab
Kording —-& Lab 🦖
3 years
Looks like I missed it. On google trends deep learning/ neural networks are no longer that hot. Have we passed peak DL?
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@KordingLab
Kording —-& Lab 🦖
1 year
So what went wrong? The authors apparently used the test data to select features. Obvious mistake. A reminder for everyone into ML: never use the test set for *anything* but testing. Only practical way to do so in medicine? Lock away the test set till algorithm is registered.
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@KordingLab
Kording —-& Lab 🦖
2 years
Human Psychophysics on Bayesian Behavior was my life for well more than a decade. Now @JABrantl finds it in baseball on millions of pitches. Linear response to perturbations, manipulations of priors, human Behavior appears Bayesian.
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@JABrantl
Justin Brantley
2 years
What do you get when you cross professional baseball ⚾️with Bayes ? Bayesball! I am super excited to announce a new paper out with @KordingLab , titled "Bayesball: Bayesian Integration in Professional Baseball Batters"
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@KordingLab
Kording —-& Lab 🦖
4 years
We are now hard at work re-incorporating our Iranian students and TAs before classes begin in a few hours! We will reach out to you soon if you are an Iranian participant. We are sorry for all the stress, but we are so happy with the final outcome.
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@KordingLab
Kording —-& Lab 🦖
4 months
Where are all the neural manifold folks at? I was expecting major disagreement with our paper on dimensionality reduction not revealing deep insights.
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@KordingLab
Kording —-& Lab 🦖
4 years
Just got sent the printed preview version of "Dive into deep learning" for which there is the free interactive online version: - omg this text book is so awesome.
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@KordingLab
Kording —-& Lab 🦖
1 year
Ok this intro to neuroscience course is off the charts good. @bingbrunton is setting a new standard. I would be curious what the tech stack you used for making these. So amazing!
@bingbrunton
Bing Wen Brunton
1 year
The only thing I love more than neuroscience is... teaching neuroscience. Here's a video series of my undergrad “Intro to Neuro” class. Adding new topics regularly. Check them out!
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@KordingLab
Kording —-& Lab 🦖
3 years
@RogersLabUCD My first 23 grant proposals got rejected in a row. Just saying. 3 years no grants. don't listen to their bs.
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@KordingLab
Kording —-& Lab 🦖
6 years
The brain estimates the probabilities of what you might do before you can even ponder what you will do:
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@KordingLab
Kording —-& Lab 🦖
4 years
It seems that the number of simultaneously recorded neurons now grows a little faster than exponential (courtesy Ian Stevenson lab). I welcome the incoming industry innovations!
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@KordingLab
Kording —-& Lab 🦖
3 years
There should be a meeting called Neuroangst. All you do is give a talk about why you worry about your past papers’ conclusions. No judgment. Or discussions. Everyone just is supportive and says that you are a great scientist just for being there.
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@KordingLab
Kording —-& Lab 🦖
2 years
Surprise guest in the lab today ( @alfcnz ). Had great fun talking about deep learning, teaching, and energy based models.
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@KordingLab
Kording —-& Lab 🦖
2 years
Was just going to say that @BlackInNeuro is an amazing organization. Among other things they run a great list (that every Neuro conference organizer should know about) and mentorship programs. And also, they have great merch!
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@KordingLab
Kording —-& Lab 🦖
4 years
Today’s #NMAVolunteer is Athena Akrami( @AthenaAkrami ). Athena is a brilliant scientist and leads the Learning, Inference, and Memory lab () who use theory and experiment to ... 1/3
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@KordingLab
Kording —-& Lab 🦖
3 years
At @penn I want to start an accessible data science for everyone course. What are the best comparable courses on that?
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@KordingLab
Kording —-& Lab 🦖
5 years
The brain is obviously not a Bayes Machine. And DL brains are so 2008. The brain is a blockchain:
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@KordingLab
Kording —-& Lab 🦖
2 years
In our exciting new preprint we solve one of the oldest problems of neuroscience.
@chazfirestone @KordingLab thrilled to share an early sneak peek at our upcoming preprint:
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Kording —-& Lab 🦖
5 years
unknown to most outside the field, DL often does not outperform far simpler models. With obvious exceptions for NLP, vision, and RL.
@bttyeo
Thomas Yeo
5 years
“This suggests that DL - in fact - does not improve prediction compared to simpler baseline models.“ - controversy about deep learning paper predicting earthquake published in Nature.
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@KordingLab
Kording —-& Lab 🦖
7 years
What goes where in a paper. Writing is easy with the standard structure. Finally out:
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Kording —-& Lab 🦖
2 years
Which neuroscience groups/ departments/ centers are cool enough to hire philosophers. Asking for a friend.
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@KordingLab
Kording —-& Lab 🦖
5 years
Psych and Neuro stack exchange are finally out of beta. Let us popularize it. I promise that I will answer at least ten questions there this year.
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@KordingLab
Kording —-& Lab 🦖
5 years
I am in awe of this functional connectivity paper that finally says what everyone always felt: we do it because we want counterfactual causality: - obviously that is still probably impossible but I applaud the honesty.
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@KordingLab
Kording —-& Lab 🦖
5 years
I hate having to tell my trainees that from postdoc to tenure they should pretend to be (mostly) one-trick-ponies. But the incentive structure still favors that. More papers -> less training -> more early career success ( -> unfortunately potentially less actual impact)
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@KordingLab
Kording —-& Lab 🦖
5 months
So I am in San Francisco, hanging out at a meeting with many startup folks. I love the optimism (which I share). But is it just me or is there a lot of tolerance to not deep dive before trying to move? Why is it not worth to deeply think through ideas before executing on them?
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@KordingLab
Kording —-& Lab 🦖
2 years
Within psychophysics, Bayesian models are often great at describing behavior. We wrote a textbook on that. Please give us feedback. Free online. Forever. Will be printed by MIT press from next October afaik. Apologies for tweeting again, we want to get all the feedback we can.
@weijima01
Wei Ji Ma
2 years
Bayesian modeling of perception and action: draft of book with Konrad Kording ( @KordingLab ) and Daniel Goldreich ( @dangoldreich ) done after 10 years... To be published by @mitpress but already freely available on . Comments are welcome (link there)!! 1/2
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@KordingLab
Kording —-& Lab 🦖
4 years
So we are super busy producing tutorials and workflows for @neuromatch academy. Just for people to see how we are experimenting, see the current lectures accompanying the tutorials for Bayes Day here: Tech team is helping us produce very cute videos.
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@KordingLab
Kording —-& Lab 🦖
5 years
A public service announcement: if you write papers you *must* reveal limitations. (1) anything less makes you a bad scientist. (2) reviewers give you credit (3) you avoid future shame. I recommend at least three paragraphs of limitations. Your paper has less? #YouFoundUnicorn
@KordingLab
Kording —-& Lab 🦖
5 years
@JCashaback A limitations paragraph (or better 3) should be part of every paper. I am trying my best. Seriously. Might even get you published as reviewers hate hidden weaknesses.
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@KordingLab
Kording —-& Lab 🦖
3 years
You learned deep learning and are ready to help others learn it too? @neuromatch may run a large super didactic DL summer school (3 weeks, group based). with lots of awesome people. Let us know if you may be able to TA (paid) with us this summer.
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@KordingLab
Kording —-& Lab 🦖
5 years
Our paper "what does it mean to understand a neural network?" is deeply shaping the way I think about the future of neuroscience. Where should we publish it?
Real Neuroscience journal
147
Review journal
133
Machine learning outlet
86
Just show me
427
15
39
189
@KordingLab
Kording —-& Lab 🦖
3 years
My amazing wife just got tenure. So deserved. Such wonderful research. All the things that make the world better.
7
0
189