Chad C. Williams
@chadcwilliams.bsky.social
Computational neuroscientist and data scientist working at Brown University.
www.chadcwilliams.com
www.chadcwilliams.com
Pinned
EEG-GAN
autoresearch.github.io
𝐖𝐞 𝐚𝐫𝐞 𝐯𝐞𝐫𝐲 𝐞𝐱𝐜𝐢𝐭𝐞𝐝 𝐭𝐨 𝐚𝐧𝐧𝐨𝐮𝐧𝐜𝐞 𝐭𝐡𝐚𝐭 𝐰𝐞 𝐡𝐚𝐯𝐞 𝐫𝐞𝐥𝐞𝐚𝐬𝐞𝐝 𝐄𝐄𝐆-𝐆𝐀𝐍 𝐯𝟐.𝟎!
EEG-GAN is a Python package that uses AI (GANs) to generate EEG samples. These samples can be used as extra data to better train classifiers - and we have shown 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞𝐬 𝐨𝐟 𝐮𝐩 𝐭𝐨 𝟏𝟔%!
autoresearch.github.io/EEG-GAN/
EEG-GAN is a Python package that uses AI (GANs) to generate EEG samples. These samples can be used as extra data to better train classifiers - and we have shown 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞𝐬 𝐨𝐟 𝐮𝐩 𝐭𝐨 𝟏𝟔%!
autoresearch.github.io/EEG-GAN/
Reposted by Chad C. Williams
Hope you'll forgive a quick thread as I take over as the new EiC of @elife.bsky.social
January 30, 2025 at 4:05 PM
Hope you'll forgive a quick thread as I take over as the new EiC of @elife.bsky.social
Reposted by Chad C. Williams
Just published in JOSS: 'AutoRA: Automated Research Assistant for Closed-Loop Empirical Research' https://doi.org/10.21105/joss.06839
December 5, 2024 at 6:47 PM
Just published in JOSS: 'AutoRA: Automated Research Assistant for Closed-Loop Empirical Research' https://doi.org/10.21105/joss.06839
I wrote a quick Python package, QuickEEG, to simplify processing EEG data. The core functionality is there but I need to build the documentation and specific use-case functionality.
Would there be any interest if I develop this into a full fledged package?
github.com/chadcwilliam...
Would there be any interest if I develop this into a full fledged package?
github.com/chadcwilliam...
GitHub - chadcwilliams/quickeeg
Contribute to chadcwilliams/quickeeg development by creating an account on GitHub.
github.com
December 10, 2024 at 5:28 PM
I wrote a quick Python package, QuickEEG, to simplify processing EEG data. The core functionality is there but I need to build the documentation and specific use-case functionality.
Would there be any interest if I develop this into a full fledged package?
github.com/chadcwilliam...
Would there be any interest if I develop this into a full fledged package?
github.com/chadcwilliam...
Our AutoRA paper has been published! Ready to automate the research process?? Check it out!
Excited to have our Automated Research Assistant (AutoRA) published. While initially developed for the behavioral sciences, AutoRA is designed as a general framework for closed-loop scientific discovery. Visit the doc to construct your own closed-loop studies: autoresearch.github.io/autora/
December 5, 2024 at 9:30 PM
Our AutoRA paper has been published! Ready to automate the research process?? Check it out!
Reposted by Chad C. Williams
Excited to see this Special Focus at @jocn.bsky.social on Neural and Computational Mechanisms of Motivation and Decision-Making finally out!
Full collection here: direct.mit.edu/jocn/issue/3...
Full collection here: direct.mit.edu/jocn/issue/3...
November 25, 2024 at 10:24 PM
Excited to see this Special Focus at @jocn.bsky.social on Neural and Computational Mechanisms of Motivation and Decision-Making finally out!
Full collection here: direct.mit.edu/jocn/issue/3...
Full collection here: direct.mit.edu/jocn/issue/3...
Reposted by Chad C. Williams
Hi, can you help me? I want to develop a model that makes risk predictions.
Use logistic regression.
Can I use some more modern techniques, like AI?
Use a neural network with single non-hidden feed forward layer that outputs to a single dimension using a sigmoid activation function.
Use logistic regression.
Can I use some more modern techniques, like AI?
Use a neural network with single non-hidden feed forward layer that outputs to a single dimension using a sigmoid activation function.
November 21, 2024 at 1:18 PM
Hi, can you help me? I want to develop a model that makes risk predictions.
Use logistic regression.
Can I use some more modern techniques, like AI?
Use a neural network with single non-hidden feed forward layer that outputs to a single dimension using a sigmoid activation function.
Use logistic regression.
Can I use some more modern techniques, like AI?
Use a neural network with single non-hidden feed forward layer that outputs to a single dimension using a sigmoid activation function.
From the brilliant mind of @musslick.bsky.social is AutoRA, an open-source framework for automating multiple stages of the empirical research process, including model discovery, experimental design, data collection, and documentation for open science.
autoresearch.github.io/autora/
autoresearch.github.io/autora/
Automated Research Assistant
autoresearch.github.io
November 20, 2024 at 6:59 PM
From the brilliant mind of @musslick.bsky.social is AutoRA, an open-source framework for automating multiple stages of the empirical research process, including model discovery, experimental design, data collection, and documentation for open science.
autoresearch.github.io/autora/
autoresearch.github.io/autora/
Reposted by Chad C. Williams
Funded PhD (UK students only). Interested in a PhD working in the MSN lab, co-supervised by Dr. Romy Froemer? Topic is flexible around themes of motivation and decision-making, using techniques such as computational modelling, brain imaging, or brain stimulation. www.findaphd.com/phds/project...
The Computational and Neural Dynamics of Human Motivation and Cognitive Control at University of Birmingham on FindAPhD.com
PhD Project - The Computational and Neural Dynamics of Human Motivation and Cognitive Control at University of Birmingham, listed on FindAPhD.com
www.findaphd.com
November 20, 2024 at 5:11 PM
Funded PhD (UK students only). Interested in a PhD working in the MSN lab, co-supervised by Dr. Romy Froemer? Topic is flexible around themes of motivation and decision-making, using techniques such as computational modelling, brain imaging, or brain stimulation. www.findaphd.com/phds/project...
Reposted by Chad C. Williams
Come join us at Trinity College Dublin for the 6th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM2025)
Abstract deadline January 15: rldm.org/submit
Abstract deadline January 15: rldm.org/submit
November 15, 2024 at 10:53 AM
Come join us at Trinity College Dublin for the 6th Multidisciplinary Conference on Reinforcement Learning and Decision Making (RLDM2025)
Abstract deadline January 15: rldm.org/submit
Abstract deadline January 15: rldm.org/submit
Reposted by Chad C. Williams
First go at a starter pack for everyone who is interested in Cognitive Control research.
go.bsky.app/R28hGhN
Let me know if I should add anyone.
#neuroskyence
go.bsky.app/R28hGhN
Let me know if I should add anyone.
#neuroskyence
November 13, 2024 at 1:02 PM
First go at a starter pack for everyone who is interested in Cognitive Control research.
go.bsky.app/R28hGhN
Let me know if I should add anyone.
#neuroskyence
go.bsky.app/R28hGhN
Let me know if I should add anyone.
#neuroskyence
Reposted by Chad C. Williams
RLDM | The Multi-disciplinary Conference on Reinforcement Learning and Decision Making
rldm.org
November 11, 2024 at 7:32 PM
Reposted by Chad C. Williams
NEW PAPER OUT in @CellPressNews:
The neuroscience of mental illness: Building toward the future authors.elsevier.com/c/1jy2CL7PXq...!
The neuroscience of mental illness: Building toward the future authors.elsevier.com/c/1jy2CL7PXq...!
authors.elsevier.com
October 19, 2024 at 12:12 PM
NEW PAPER OUT in @CellPressNews:
The neuroscience of mental illness: Building toward the future authors.elsevier.com/c/1jy2CL7PXq...!
The neuroscience of mental illness: Building toward the future authors.elsevier.com/c/1jy2CL7PXq...!
At the PEAC lab (@rikepetzschner.bsky.social), I am investigating computational reinforcement learning in chronic pain patients.
Pain data collected using the SOMA app, which allows you to monitor your symptoms and activities and gain insights into your pain and recovery patterns!
somatheapp.com
Pain data collected using the SOMA app, which allows you to monitor your symptoms and activities and gain insights into your pain and recovery patterns!
somatheapp.com
Home -
Science-based pain and recovery management platform for those who experience acute and chronic pain.
somatheapp.com
November 6, 2024 at 7:22 PM
At the PEAC lab (@rikepetzschner.bsky.social), I am investigating computational reinforcement learning in chronic pain patients.
Pain data collected using the SOMA app, which allows you to monitor your symptoms and activities and gain insights into your pain and recovery patterns!
somatheapp.com
Pain data collected using the SOMA app, which allows you to monitor your symptoms and activities and gain insights into your pain and recovery patterns!
somatheapp.com
𝐖𝐞 𝐚𝐫𝐞 𝐯𝐞𝐫𝐲 𝐞𝐱𝐜𝐢𝐭𝐞𝐝 𝐭𝐨 𝐚𝐧𝐧𝐨𝐮𝐧𝐜𝐞 𝐭𝐡𝐚𝐭 𝐰𝐞 𝐡𝐚𝐯𝐞 𝐫𝐞𝐥𝐞𝐚𝐬𝐞𝐝 𝐄𝐄𝐆-𝐆𝐀𝐍 𝐯𝟐.𝟎!
EEG-GAN is a Python package that uses AI (GANs) to generate EEG samples. These samples can be used as extra data to better train classifiers - and we have shown 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞𝐬 𝐨𝐟 𝐮𝐩 𝐭𝐨 𝟏𝟔%!
autoresearch.github.io/EEG-GAN/
EEG-GAN is a Python package that uses AI (GANs) to generate EEG samples. These samples can be used as extra data to better train classifiers - and we have shown 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞𝐬 𝐨𝐟 𝐮𝐩 𝐭𝐨 𝟏𝟔%!
autoresearch.github.io/EEG-GAN/
EEG-GAN
autoresearch.github.io
November 6, 2024 at 6:26 PM
𝐖𝐞 𝐚𝐫𝐞 𝐯𝐞𝐫𝐲 𝐞𝐱𝐜𝐢𝐭𝐞𝐝 𝐭𝐨 𝐚𝐧𝐧𝐨𝐮𝐧𝐜𝐞 𝐭𝐡𝐚𝐭 𝐰𝐞 𝐡𝐚𝐯𝐞 𝐫𝐞𝐥𝐞𝐚𝐬𝐞𝐝 𝐄𝐄𝐆-𝐆𝐀𝐍 𝐯𝟐.𝟎!
EEG-GAN is a Python package that uses AI (GANs) to generate EEG samples. These samples can be used as extra data to better train classifiers - and we have shown 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞𝐬 𝐨𝐟 𝐮𝐩 𝐭𝐨 𝟏𝟔%!
autoresearch.github.io/EEG-GAN/
EEG-GAN is a Python package that uses AI (GANs) to generate EEG samples. These samples can be used as extra data to better train classifiers - and we have shown 𝐩𝐞𝐫𝐟𝐨𝐫𝐦𝐚𝐧𝐜𝐞 𝐢𝐧𝐜𝐫𝐞𝐚𝐬𝐞𝐬 𝐨𝐟 𝐮𝐩 𝐭𝐨 𝟏𝟔%!
autoresearch.github.io/EEG-GAN/