Post-Doc at @BrownUniversity @CarneyInstitute. Also, a super programming & stats nerd. He/Him. Get R Done | R Tutorials Video Series: https://xitter.cf/t.co/LfoeUFjfJY
Canada
Joined September 2018
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EEG Researchers: have you ever wanted to increase your sample size without collecting more data?
EEG-GAN is our new toolbox that augments EEG data to improve classification performance, even with small sample sizes!
Now published #CogSci2023
w/ @smusslick @wirzbergerm
๐๐๐
๐๐ ๐๐ซ๐ ๐ฏ๐๐ซ๐ฒ ๐๐ฑ๐๐ข๐ญ๐๐ ๐ญ๐จ ๐ก๐๐ฏ๐ ๐ซ๐๐ฅ๐๐๐ฌ๐๐ ๐๐๐-๐๐๐ ๐ฏ๐.๐!
EEG-GAN is an open source Python package that uses AI (GANs) to augment training sets, and has shown ๐ฉ๐๐ซ๐๐จ๐ซ๐ฆ๐๐ง๐๐ ๐ข๐ง๐๐ซ๐๐๐ฌ๐๐ฌ ๐จ๐ ๐ฎ๐ฉ ๐ญ๐จ ๐๐%!
autoresearch.github.io/EEG-Gโฆ
You can also get a sneak peak of the preliminary results of our next manuscript, ๐๐ฏ๐ฉ๐ข๐ฏ๐ค๐ช๐ฏ๐จ ๐๐๐ ๐๐ข๐ต๐ข ๐๐ญ๐ข๐ด๐ด๐ช๐ง๐ช๐ค๐ข๐ต๐ช๐ฐ๐ฏ ๐๐ค๐ณ๐ฐ๐ด๐ด ๐๐ช๐ท๐ฆ๐ณ๐ด๐ฆ ๐๐ฐ๐ฏ๐ต๐ฆ๐น๐ต๐ด ๐๐ด๐ช๐ฏ๐จ ๐๐ฆ๐ฏ๐ฆ๐ณ๐ข๐ต๐ช๐ท๐ฆ ๐๐ฅ๐ท๐ฆ๐ณ๐ด๐ข๐ณ๐ช๐ข๐ญ ๐๐ฆ๐ต๐ธ๐ฐ๐ณ๐ฌ๐ด, in research tab!
Bonus: For you visualization nerds like myself, check out our INTERACTIVE FIGURE!
autoresearch.github.io/EEG-Gโฆ
I am looking for the next step of my career and wanted to reach out!
I am a neuroscientist and software developer with a PhD in neuroscience.
You can find my CV, Resume, Research, and Teaching Dossier here: chadcwilliams.com.
Highlights in thread๐๐๐
@AcademicChatter
SKILLS (2/2)
Biometric Devices: Electroencephalography (EEG), eye-tracking, electrocardiogram (ECG), heart-rate monitor, respiratory rate, blood pressure
Professional Writing: Academic manuscripts, industrial research reports, ethics applications, grant applications
CONCLUSION
Thank you for reading! Please feel free to use this thread as a Q&A or to post any opportunities that I may be interested in! Please note that I am looking for remote or local positions only at this point. Contact me here or on my website, chadcwilliams.com.
Chad C Williams retweeted
Thanks @CarneyInstitute for having me! Always a pleasure to talk about our labโs work and especially excited to see the results from the 2024 Brainstorm Challenge! ๐ง (more details about the challenge below!)
Still interested in using our toolbox?? Well - we have teamed up with @superbioai to make it even easier to use with a GUI!
Now, just a few clicks to train your EEG-GAN!
We are working on EEG-GAN v2.0, so let us know what you'd like to see next!
app.superbio.ai/apps/275?id=โฆ
EEG Researchers: have you ever wanted to increase your sample size without collecting more data?
EEG-GAN is our new toolbox that augments EEG data to improve classification performance, even with small sample sizes!
Now published #CogSci2023
w/ @smusslick @wirzbergerm
๐๐๐
Documentation on EEG-GAN: autoresearch.github.io/EEG-Gโฆ
Publication: escholarship.org/uc/item/9gzโฆ
This is a BRAINSTORM project
@CarneyInstitute @BrownUniversity
ccbs.carney.brown.edu/brainsโฆ
Also, just so you all know - we have a tutorial notebook that works out-of-the-box on google colab that requires no setup from you!
autoresearch.github.io/EEG-Gโฆ
