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updating the eeg2025
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examples/eeg2025/tutorial_challenge_1.py

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# Note: For simplicity purposes, we will only show how to do the decoding
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# directly in our target task, and it is up to the teams to think about
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# how to use the passive task to perform the pre-training.
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#
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#######################################################################
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# Install dependencies
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# --------------------
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# For the challenge, we will need two significant dependencies:
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#
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# Your task (**label**) is to predict the response time for the subject during this windows.
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#
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#######################################################################
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# In the figure below, we have the timeline representation of the cognitive task:
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#
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# .. image:: https://eeg2025.github.io/assets/img/image-2.jpg

examples/eeg2025/tutorial_challenge_2.py

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#
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######################################################################
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# Initialize model
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# -----------------
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model = EEGNeX(n_chans=129, n_outputs=1, n_times=2 * SFREQ).to(device)
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# Specify optimizer

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