In our research, we are developing a brain waves classifier of the left, right, up, down, forward, and backward movement imagery with portable electroencephalographs. We choose Muse, portable electroencephalographs to collect data which is a portable headband launched lately with a number of useful functions and channels and it is much easier for the public to use. Additionally, we choose the gamma wave channels to obtain data from the subjects. The final goal of our model is to be applied to control hardware (robots and drones).