Grace Lindsay @neurograce Twitter profile | Pikagi

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Grace Lindsay

@neurograce

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Asst Prof, Psych & Data Science @nyuniversity | Brains & Climate | Book: "Models of the Mind" | @neurograce .bsky.social &

@[email protected]

https://t.co/knuTHmUBVx

Joined February 2009

Don't wanna be here? Send us removal request.

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@neurograce

Grace Lindsay

9 months

I wrote up a post on a wide range of resources and advice that has helped me as an academic who delved into climate action and work; please share widely!

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So you’re an academic who wants to help with the climate crisis?

With the hottest days in recorded history, oceans reaching 100°F, droughts, and wildfire air turning the sky orange, it takes little more than walking out your door to be reminded of the ongoing cl…

gracewlindsay.com

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@neurograce

Grace Lindsay

6 years

I said I'd do it and I did. I got my thesis printed on a scarf.

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@neurograce

Grace Lindsay

3 years

It's happening! My book, "Models of the Mind: How physics, engineering and mathematics have shaped our understanding of the brain", is coming out March 4th! More information on the book and how to get it worldwide here 👉

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Grace Lindsay

4 years

Have you heard the word "attention" thrown around in both neuroscience & machine learning? Have you wondered if/how its different uses relate to each other? My new review aims to summarize how this giant topic is studied & modeled across different domains!

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Grace Lindsay

2 years

🚨News!🚨 This September I will be joining @nyuniversity as an Assistant Professor of Psychology and Data Science! The position is split evenly between @NYUPsych and @NYUDataScience and is part of the Minds, Brains, & Machines Initiative ().

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@neurograce

Grace Lindsay

2 years

I'm a professor!

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@neurograce

Grace Lindsay

6 years

(Thanks to @litographs !)

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Grace Lindsay

4 years

As I'm now on maternity leave and charged with looking after, IMHO, the best baby ever, I probably won't be Twittering much for a bit. But I couldn't go without sharing this...THE COVER OF MY BOOK!! Models of the Mind is coming Spring 2021!

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Grace Lindsay

4 years

My blogpost on how & why we use convolutional neural networks as a model of the visual system is probably the most read thing I've ever written and it's now been expanded & updated into a proper review article, complete with 136 references & 5 new figures!

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@neurograce

Grace Lindsay

6 years

Guys...BIG news. I'm writing a book!!!!! It's called "Models of the Mind" & will be published by @sigmascience . The plan is for each chapter to explain (in an abundantly clear & entertaining way ofc) a fascinating example of how mathematics has helped us understand the brain.

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@neurograce

Grace Lindsay

6 years

@itsdylanasher It's computational neuroscience. Specifically, "Modeling the impact of internal state on sensory processing" I actually blogged the intro to it here:

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Modeling the Impact of Internal State on Sensory Processing: An Introduction

Current wisdom says that–with the exception of those that go on to great scientific fame–a PhD student’s thesis will be read by at most the 5 or so professors on their dissertatio…

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@neurograce

Grace Lindsay

3 years

The thing I have to remind myself repeatedly in research: an hour of thinking can save a week (or more) of work.

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Grace Lindsay

3 years

My first time seeing it in the wild! (Also my first time in a bookstore in a long time...)

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@neurograce

Grace Lindsay

6 years

Ok, it's done: Fifteen questions and answers about the use of convolutional neural networks as a model of the visual system. My magnum opus!

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Deep Convolutional Neural Networks as Models of the Visual System: Q&A

EDIT: An updated and expanded form of this blogpost has been published as a review article in the Journal of Cognitive Neuroscience. If you would like to credit this post, please cite that article.…

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@neurograce

Grace Lindsay

6 years

@AnneEUrai Text only. And a scarf fits about 30k words so I had to be choosey about which sections to include

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@neurograce

Grace Lindsay

2 years

The devil is in the details, and unfortunately the details are frequently not in the paper.

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Grace Lindsay

6 years

@synapticlee Haha I would love if this is what got people through a phd

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Grace Lindsay

6 years

This article is funny to me because it assumes Silicon Valley people have special knowledge about the effect of screen time, rather than viewing them as people who commonly take extreme actions in response to little or no scientific evidence.

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Grace Lindsay

2 years

Python notebooks are great for pedagogy but I can't for the life of me figure out why anyone would use them for normal coding; yet, I see people do it. Am I missing something?

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Grace Lindsay

3 years

Why have I done this to myself?

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@neurograce

Grace Lindsay

1 year

If you are thinking about gifts (for yourself or others) today, I know of a certain paperback book coming out next week --- and it's on sale 😉 "Models of the Mind: How physics, engineering, and mathematics have shaped our understanding of the brain"

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Grace Lindsay

6 years

I'm a moment? ⚡️ “A new doctor printed part of her thesis on a scarf to celebrate”

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Grace Lindsay

5 years

Classic von Neumann: "You insist that there is something a machine cannot do. If you will tell me precisely what it is that a machine cannot do, then I can always make a machine which will do just that!"

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Grace Lindsay

2 years

New paper alert⚡️In this perspective, I provide an in-depth argument for the claim that we should test tools of neural analysis on artificial neural networks. This will help us be confident they can lead to progress on understanding the brain!

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Grace Lindsay

6 years

@DavidBflower The defense was indeed successful!

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Grace Lindsay

11 months

"In 1998, a neuroscientist and a philosopher bet on whether we would find the neural basis of consciousness within 25 years. On June 23 at NYU’s Skirball Theater, that bet will be resolved."

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Grace Lindsay

5 months

New paper "Grounding neuroscience in behavioral changes using artificial neural networks" This opinion piece shows how focusing on changes in brain state that cause behavior changes helps pinpoint neural mechanisms. Specifically, I show how ANN models in neuro & AI help with this

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Grace Lindsay

2 years

Lindsay Lab is live! Got a website, a logo, and a lab github repo. Now just need to do some research...

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Grace Lindsay

2 years

I can never get over how the popular press words ML findings. It's like they think there is a single unified AI that the company DeepMind is building and that that AI has now learned how to control fusion. No wonder people get scared of super powerful AI!

@arstechnica

Ars Technica

2 years

Google's DeepMind AI has been successfully trained to control a tokamak reactor.

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Grace Lindsay

2 years

Applying to grad school? Want to join my lab?? I'm accepting students through Psychology () or Data Science ()! For more info and possible project areas, see below or check out my website 👉

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Grace Lindsay

2 years

🚨New paper on arXiv! In this work, we wanted to know how the visual system of a fully-embodied reinforcement learning agent compares to a network with the same architecture embedded in systems trained through supervised or unsupervised learning. More 👇🧵

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@neurograce

Grace Lindsay

2 years

Starting grad school ~10 years ago, I blogged to work through the overflow of ideas & questions I had. Now at the start of my professorship I find myself in a similar position. So here is my first lab blog post --- on why my research includes climate

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Grace Lindsay

4 years

This discrepancy.... it explains a lot.

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Grace Lindsay

6 years

Ah, i found my original inspiration!

@neurograce

Grace Lindsay

8 years

oh man, i may have to do this. prlly the only way people'll read it anyhow

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Grace Lindsay

3 years

My book comes out in the US/Canada/Australia in 5 days. Therefore....it's time for another countdown!

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Grace Lindsay

6 years

A really nice article on what scientific theories are, why they're desirable/amazing, and what has happened in psychology due to a lack of them

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Grace Lindsay

1 year

I'm posting the lecture slides for my ongoing course on Machine Learning for Climate Change here <>, if you want to follow along or incorporate any material into your own teaching. Very much a work-in-progress though, so don't hold me liable for mistakes!

Lindsay Lab - Teaching

Artificial neural networks applied to psychology, neuroscience, and climate change

lindsay-lab.github.io

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@neurograce

Grace Lindsay

2 years

You go to hell

@social_brains

Matt Lieberman

2 years

The balls are all the same color

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Grace Lindsay

3 years

Rainbow over Manhattan.

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Grace Lindsay

11 months

I'm hiring a postdoc! If you'd like to work on a research project that fits into either of these two research areas () then send a CV, half page project proposal & contact info for 3 references to grace.lindsay @nyu .edu with subject "Postdoc Application"

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Grace Lindsay

3 years

Interesting paper reflecting on the role dimensionality reduction is currently playing in neuroscience

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@neurograce

Grace Lindsay

3 years

Are you a computational neuroscientist? Do you have friends/family who despite their best efforts still have no idea what you do? This gifting season (which starts early this year due to global supply chain issues), consider giving Models of the Mind 😉

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Models of the Mind: How Physics, Engineering and Mathematics Have Shaped Our Understanding of...

I wrote a book! As some of you may know, in summer of 2018 I signed a contract with Bloomsbury Sigma to write a book about my area of research: computational neuroscience. Though the term has many …

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Grace Lindsay

10 months

If you're starting to think about grad school, reminder that I will be looking for PhD students through the Cognition & Perception () & Data Science () programs. Research areas listed below and available here:

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Grace Lindsay

5 years

It is pretty cool that you can throw in some extra sensory receptors (photoreceptors at least) and the brain will just figure out how to use them

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Grace Lindsay

3 years

I believe that we are unlikely to understand the brain by simply looking directly at neural data, yet at the same time the more analysis steps that come between neural activity and a paper's conclusion, the less I believe it. Is this contradictory?

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Grace Lindsay

4 years

David Van Essen has a tie with his famous wiring diagram of the visual system on it and now *I* want a tie with his famous wiring diagram of the visual system on it. (I will start wearing ties for this)

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Grace Lindsay

5 years

Just typed "mortex" instead of "motor cortex" and I think we should all go with that now

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Grace Lindsay

3 years

I had never actually considered how to define a problem.

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Grace Lindsay

3 years

Mathematical modeling as "disciplined dreaming", by Eve Marder

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Grace Lindsay

4 years

Nobel prize-winning neuroscientist Lord Adrian was not at all terrifying.

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Grace Lindsay

4 years

Who would've guessed that the next advance in neural recording technology would be announced via livestream by a black-masked billionaire with a pig pen in the background. I'm old enough to remember when we would just publish these things in Science.

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Grace Lindsay

4 years

The emerging findings that untrained neural networks with the right architecture can perform fairly well (on tasks and on predicting brain data) are making me more interested in the details of the brain's structural connectivity.

@martin_schrimpf

Martin Schrimpf

@martin_schrimpf

4 years

Intrinsic architectural properties (like size and directionality) in some models already yield representational spaces that - without any training - reliably predict brain activity. These untrained scores predict scores after training. 11/

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Grace Lindsay

6 years

@synapticlee I got the idea from someone else who posted theirs on Twitter & I wish I could remember who!

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Grace Lindsay

2 years

My paper on testing the tools of systems neuroscience on artificial neural networks has been plagiarized basically in full (after being run back and forth through Google translate a few time it seems 🤣) 🙄

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@neurograce

Grace Lindsay

5 years

NEW EPISODE! We delve into a modern form of the nature vs. nurture debate! Current AI approaches rely heavily on training from data, but many animals function well innately, with little exposure to the world. So how important is learning for intelligence?

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Grace Lindsay

3 years

Computational neuroscience feels seen.

@AhmadTaha89

Ahmad طه

3 years

made a control theory meme that is very offensive

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Grace Lindsay

2 years

Give me your best tips/resources for code management in a research lab (with the typical challenges: people w/o proper CS training working largely individually and frequently coming and going)

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Grace Lindsay

3 years

"Large-scale neural recordings call for new insights to link brain and behavior" - a perspective by @AnneEUrai , @BrentDoiron , @AndrewLeifer , and @anne_churchland

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Grace Lindsay

5 years

Officially started as a Sainsbury Wellcome Centre/Gatsby Computational Neuroscience Unit Research Fellow this week!

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Grace Lindsay

4 years

New---and pretty substantially different from the textbook take---findings on split brain patients. The standard story always did seem a bit odd to me

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@leafs_s

CLaE

4 years

BRAIN Split brain: divided perception but undivided consciousness

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Grace Lindsay

4 years

Oh good god I need to comment my code before going on maternity leave.

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Grace Lindsay

3 years

Pro-tip: if your baby monitor needs some extra height, just write a book.

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Grace Lindsay

3 years

Is there a review article summarizing all the forms of dimensionality reduction designed for/by neuroscientists? I've certainly seen a lot thrown out there, but I'd like them all gathered up.

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Grace Lindsay

8 months

@PatrickTBrown31 @Richvn I'm sorry, reviewer 1 very clearly raises the issue. While it was possible to get published without including these factors, it seems likely the reviewers would be *more* supportive of work that had in fact included them.

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Grace Lindsay

3 years

"An Annotated Journey through Modern Visual Neuroscience" by Stuart Trenholm and Arjun Krishnaswamy goes through 25 landmark papers in the history of vision neuroscience, starting in the early 20th century

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An Annotated Journey through Modern Visual Neuroscience

Recent advances in microscopy, genetics, physiology, and data processing have expanded the scope and accelerated the pace of discovery in visual neuroscience. However, the pace of discovery and the...

www.jneurosci.org

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Grace Lindsay

6 years

So thanks to @Doctor_PMS and @rakenworthy for the idea!

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Grace Lindsay

2 years

🚨 Paper Alert! Time for a proper #tweeprint of my recent biorxiv paper with Tom Mrsic-Flogel & Maneesh Sahani. We wanted to know: how do recurrent connections help the visual system process degraded images? 1/n

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@biorxiv_neursci

bioRxiv Neuroscience

@biorxiv_neursci

2 years

Bio-inspired neural networks implement different recurrent visual processing strategies than task-trained ones do #biorxiv_neursci

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Grace Lindsay

4 years

Seems like a good time to learn about brain development. (And yes if you're wondering, it's been super fun being pregnant during a pandemic)

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Grace Lindsay

2 years

Just watched the 1990 Total Recall, which is a movie that features self-driving cars, a Mars colony, neural implants, and a giant boring machine---and now I know where @elonmusk got all of his ideas.

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Grace Lindsay

3 years

Every bit of progress I've made in modeling has immediately felt obvious and simple after the fact. Even if I just spent weeks confused and struggling over it.

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Grace Lindsay

3 years

TIL Wikipedia keeps a list of open neuroscience datasets. Pretty cool.

List of neuroscience databases - Wikipedia

en.wikipedia.org

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Grace Lindsay

4 years

I have a new paper with Dan Rubin & @kendmil on biorxiv! "A simple circuit model of visual cortex explains neural and behavioral aspects of attention" We replicated findings (and figures) from several experimental papers, all using the same basic model!

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A simple circuit model of visual cortex explains neural and behavioral aspects of attention

Selective visual attention modulates neural activity in the visual system and leads to enhanced performance on difficult visual tasks. Here, we use an existing circuit model of visual cortex, known...

www.biorxiv.org

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Grace Lindsay

4 years

I was surprised by all the confusion/pushback around this idea that data bias is causing a photo-enhancing algorithm to make people look more white. I think it was the result of people confusing an explanation of a specific type of bias for an explanation of bias in general. 1/n

@ylecun

Yann LeCun

4 years

There seems to be a lot of misunderstanding about this recent tweet of mine ) where I try to explain the cause of the bias seen in this work on face super-resolution: Here is a long explanatory thread responding to @timnitGebru

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Grace Lindsay

4 years

I've recently decided to transform my twitter feed---through unfollows and muting of words and accounts---to be mostly politics- and cultural commentary-free. It already feels lighter and more engaging. It's something I'd recommend others considering if it sounds appealing. 1/n

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Grace Lindsay

2 years

I'm beginning to wonder if going to conferences just outside one's research area is a better strategy than focusing on very in-domain ones. 1/n

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Grace Lindsay

3 years

I like the Rao/Ballard predictive coding model as a theory because it makes clear experimental predictions about how the visual system should work. The flip side of that is we can find that those predictions aren't borne out, as shown here:

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Limited Evidence for Sensory Prediction Error Responses in Visual Cortex of Macaques and Humans

Abstract. A recent formulation of predictive coding theory proposes that a subset of neurons in each cortical area encodes sensory prediction errors, the d

academic.oup.com

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Grace Lindsay

2 years

Write your papers as though a sleep-deprived mother of two children under two is trying to read them---because I am. And then they will be extra clear for everyone else 😁

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Grace Lindsay

3 years

Reading this paper by @KriegeskorteLab and @weixx2 for lab meeting & I wanna recommend it to anyone curious about the relationships between common words like tuning, representational geometry, manifold, information, decoding, etc. Very clearly written!

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Neural tuning and representational geometry

A central goal of neuroscience is to understand the representations formed by brain activity patterns and their connection to behavior. The classical approach is to investigate how individual...

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Grace Lindsay

4 years

Does anyone know of a good argument against the claim "If we cant understand a neural net, we dont have much hope for understanding the brain"? ie the idea that if tools of systems neurosci are applied to ANNs & don't work well, then theyre probably not working well on the brain

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Grace Lindsay

2 years

I shared my hardback cover just after having my first kid, so only fitting for the paperback to be revealed while I start maternity leave with the second! "Models of the Mind", now in blue, coming fall 2022. Pre-order now at your fav bookseller!

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@neurograce

Grace Lindsay

4 years

As I'm now on maternity leave and charged with looking after, IMHO, the best baby ever, I probably won't be Twittering much for a bit. But I couldn't go without sharing this...THE COVER OF MY BOOK!! Models of the Mind is coming Spring 2021!

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Grace Lindsay

5 years

This was a way of visualizing the activity of deep nets in the 80s and I think I now know how it feels to be an archaeologist trying to interpret cave paintings.

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Grace Lindsay

5 years

Presenting a poster at #CCN2019 this afternoon on how to incorporate biological details into deep nets. Certainly on the prettier side of posters I normally make...

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Grace Lindsay

1 year

Vision transformers appear to rely less on high frequency info and can have higher robustness to adversarial attacks than CNNs for the same clean performance. Has anyone done explicit shape vs. texture-based processing work on transformers?

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Grace Lindsay

3 years

The queue for GPUs on the university cluster:

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Grace Lindsay

2 years

Just tried to Ctrl+C on one computer and Ctrl+V on another. When will technology catch up with me!

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Grace Lindsay

2 years

The amount of excitement I feel as I embark on reading a well-written and relevant review article is almost embarrassing. It's like I'm all revved up to mainline some pure INFORMATION.

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Grace Lindsay

2 years

Ooo I just got that sad feeling when you realize you're gonna die before a lot of the big, interesting scientific questions are sorted out

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Grace Lindsay

4 years

Does anyone else feel like when they scroll through titles in a table of contents or conference schedule that they're not really *reading* them? It's more like a semi-conscious bag-of-words model where if enough words are associated with "interesting" in my mind, I pause.

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Grace Lindsay

3 years

Saw my book index for the first time! It's like seeing two years of my life flash before my eyes in a big word salad

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Grace Lindsay

6 years

Well this is super helpful: "Dynamical systems, attractors, and neural circuits" - a review of how dynamical systems theory is applied in neuroscience by Paul Miller

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Dynamical systems, attractors, and neural circuits

Biology is the study of dynamical systems. Yet most of us working in biology have limited pedagogical training in the theory of dynamical systems, an unfortunate historical fact that can be remedied...

www.ncbi.nlm.nih.gov

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Grace Lindsay

4 years

For those interested in history of neuroscience, Charles Gross (who died last year) was a neuroscientist who wrote a lot of history. His work has been very helpful in my book research & I just came across his book of essays, which may be of interest:

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Grace Lindsay

5 years

NEW EPISODE! We talk about the (ideally) synergistic relationship between deep learning & neuroscience! How has the infiltration of deep nets reframed old questions in neuroscience? What tools can be used to understand both? What has been learned already?

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Grace Lindsay

2 years

My apartment building celebrates all three major holiday seasons: Christmas, Hanukkah, and Covid.

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Grace Lindsay

6 years

If you consider yourself a scientist of some stature, please write an autobiography. And write it towards the end of your career, when your inhibitions are down. And fill it with gossip & funny tales & revealing quotes. Sincerely, someone trying to spice up a book about science

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Grace Lindsay

7 years

Was that not the focus of every issue, Neuron?

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Grace Lindsay

4 years

Guys, I know we like to joke around on this site and all, but I just have to say, in all seriousness... ....moving a picture in Microsoft Word is really hard.

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Grace Lindsay

2 years

There's a sense that peer reviewers have an antagonistic relationship with authors, relentlessly trying to prove a paper is no good. I don't feel this way. As a reviewer, I love when people write good papers; makes my job easier. Please, write good papers---and I'll say you did!

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Grace Lindsay

3 years

If you completed the @neuromatch academy computational neuroscience course (as a student or TA), send me a screenshot of the title slide of your project presentation and I'll send you a 20% discount code for my book "Models of the Mind"

@iworeushankaonc

Arslan Gabdulkhakov

@iworeushankaonc

3 years

I realized that it was very timely to start reading this wonderful book by @neurograce during the @neuromatch CN course. It provides a historical overview of many, if not all the concepts covered in the CN course and thus it allowed me…

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@neurograce

Grace Lindsay

1 year

Paperbacks: just like hard covers except cheaper and with fewer errors. Get Models of the Mind, out in paperback today!

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@neurograce

Grace Lindsay

3 years

Maybe I'm missing something, but it is hard for me to not see the decision to call certain forms of neural correlations "connectivity" as a mistake that impacts both communication and thinking.

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