Christian Kothe, from SCCN/UCSD, presents an online course on BCI designed with a focus on modern methods. It includes basics of EEG, BCI, signal processing, machine learning, and also contains tutorials on using BCILAB and the lab streaming layer software. Although it was published in 2012 it maintains several BCI principles.
For more information about BCI/EEG press here.
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