The major goals of this review paper are to (i) identify machine learning and deep learning research trends for the implementation of fMRI; (ii) identify usage of machine learning algorithms and deep learning in fMRI, and (iii) help new researchers based on fMRI to put their new findings appropriately in existing domain of fMRI research. The results of this systematic review identified various fMRI studies and classified them based on fMRI types, mental diseases, use of machine learning and deep learning algorithms.
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