talhaanwarch / youtube-tutorials

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Assistance in EEG classification for fatigue and non-fatigue state #3

Open arslanmzahid opened 1 year ago

arslanmzahid commented 1 year ago

AoA Mr Talha Anwar, hope you are doing well.

I have been redirected from your video series of ML and DL. Thank you for your valuable video series. I wanted some guidelines from you regarding my final year project, which is EEG classification for fatigue and non-fatigue subjects. As someone who is relatively new to the field of ML and DL, I was hoping to get your input and some guidelines that you could provide so as to be effective in the project. Fortunately, I have acquired dataset from a paper I read about having a similar study, which contains signals acquired from occipital region 1 and 2. Based on what I have read, the Occipital region contain alpha and beta waves (two waves that are prominent in fatigue and active state respectively). However, I am unsure as to how to process and pre-process my data. In addition to this, do you also have any guidelines or links to any pre-trained model that I could probably use for my project.

Any help from you will be greatly appreciated. Thank you!