The wireless charging pad with multiple transmitter (TX) coils has the advantage of solving the misalignment problem, high efficiency, and low leakage magnetic field. However, since the multi-TX wireless power transfer(WPT) system has coupling coefficients between TX coils, kTX. It changes the resonance point of the TX and causes a problem in that efficiency and power delivered to the receiver are drastically reduced. This paper analyzes the effect of kTX according to the operation of the TX coils and proposes an arrangement method by Deep Learning model that makes kTX to zero. A learning model is constructed using Deep Neural Network, and the model can output the distance where kTX can become zero when the coil specification is input.