Exploring the potential of convolutional neural networks in EEG data classification and what this could mean for the future of EEG signal data research. Summary workflow diagram excerpted from the below paper on DL in EEG. This paper has reviewed 90 published papers and provides a workflow diagram of DL in EEG classification.

See here for a copy of the full paper: https://iopscience.iop.org/article/10…

Twitter: https://twitter.com/nilosarraf

Instagram: https://www.instagram.com/nilosarraf/

TikTok: Dr.Nilo

Blog: http://nilosarraf.com

On Amazon: Neural Oscillations (Brainwaves) Analysis: A Step-by-Step Guide to Collecting and Analyzing EEG Data with Emotiv EPOC Neuroheadset Series & EEGLAB MATLAB: https://www.amazon.com/Neural-Oscilla…

Full thesis: https://eprints.qut.edu.au/127009/

Sharing a summary of below paper on DL in EEG. This paper has reviewed 90 published papers and provides a workflow diagram of DL in EEG classification. For those interested in using EEG data in deep learning techniques, this diagram seems like a great starting point to help determine what works best for your goals and objectives of your research or project.

See here for full paper: https://iopscience.iop.org/article/10.1088/1741-2552/ab0ab5

“Task-specific deep learning recommendation diagram. The workflow begins with task type (with connected boxes indicating the task’s general deep learning architecture recommendation) and leads into deep learning architecture characteristic recommendations, which can serve as the starting point for designing deep learning architectures in future research.”

See here for full paper: https://iopscience.iop.org/article/10.1088/1741-2552/ab0ab5

Twitter: https://twitter.com/nilosarraf

Instagram: https://www.instagram.com/nilosarraf/

TikTok: Dr.Nilo

Blog: http://nilosarraf.com

Step by step using Emotiv EPOC on EEGLAB Matlab on Amazon: https://www.amazon.com/Neural-Oscillations-Brainwaves-Analysis-Step/dp/B09QP6QW5C/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=&sr=

Full thesis: https://eprints.qut.edu.au/127009/

How I used some of the findings of my dissertation to compose electronic music (using Ableton Live) to help steer brainwaves towards specific frequencies found to be detected in the brain when we seeking knowledge and information.

Full video:

Purpose.mp3: https://www.youtube.com/watch?v=YqQk5eeH78g

Twitter: https://twitter.com/nilosarraf

Instagram: https://www.instagram.com/nilosarraf/

TikTok: Dr.Nilo

Blog: http://nilosarraf.com

Step by step using Emotiv EPOC on EEGLAB Matlab on Amazon:
https://www.amazon.com/Neural-Oscillations-Brainwaves-Analysis-Step/dp/B09QP6QW5C/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=&sr= Full thesis: https://eprints.qut.edu.au/127009/

Overview of the thesis paper. What happens with our brainwaves when we are curious about things and look for knowledge and information? What types of brainwaves do we emanate when we seek information? And do these waves change when we feel positive vs negative before seeking knowledge?

Purpose.mp3: https://www.youtube.com/watch?v=YqQk5eeH78g
Twitter: https://twitter.com/nilosarraf
Instagram: https://www.instagram.com/nilosarraf/
TikTok: Dr.Nilo
Blog: http://nilosarraf.com
Also on Amazon: Step by step using Emotiv EPOC on EEGLAB Matlab
https://www.amazon.com/Neural-Oscillations-Brainwaves-Analysis-Step/dp/B09QP6QW5C/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=&sr= Full thesis: https://eprints.qut.edu.au/127009/

Dr. Sebastian Olbrich, chief of psychiatry university hospital of Switzerland, joined us to today to share with his amazing research and findings in using EEG data in deep learning, the pitfalls, as well as best practices for young aspired scientists interested in EEG data.

Full video on YouTube 👇

References:
Deep learning applied to electroencephalogram data in mental disorders: A systematic review – Mateo de Bardeci 1, Cheng Teng Ip 2, Sebastian Olbrich 3 Affiliations expand
PMID: 33991592
DOI: 10.1016/j.biopsycho.2021.108117

Twitter: https://twitter.com/nilosarraf
Instagram: https://www.instagram.com/nilosarraf/
TikTok: Dr.Nilo
Blog: http://nilosarraf.com

Step by step using Emotiv EPOC on EEGLAB Matlab on Amazon:
https://www.amazon.com/Neural-Oscillations-Brainwaves-Analysis-Step/dp/B09QP6QW5C/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=&sr=