This is a randomized, double-blind, clinical trial to test the efficacy of gamma-neurofeedback (G-NFB) compared to a placebo (P-NFB) in individuals with MCI. 112 consented participants will be randomized to receive G-NFB (n=56) or placebo-NFB (n=56) during 30-45 minute sessions twice per week for 12 weeks (24 total sessions). Memory and other cognitive domains will be measured using paper and pencil and computerized tests every 4 weeks during the study and at 4 weeks post completion of study.