Introduction This post covers my work during my 2nd year summer research internship at IITG along with another friend of mine. Note that only the details of what I worked on has been added here. One major focus was on utilizing Kernel Partial Least Squares (KPLS) method and other related approaches for EEG-EMG coherence estimation. The codes are uploaded here: https://github.com/otoshuki/EEG_EMG_Coherence The project was to develop a hybrid BCI system that uses both EEG and