The project aims to design and implement a semi-autonomous robotic system that operates based on Artificial Neural Networks (ANN). The ANN is a computational technique which models the way biological neurons work. ANN is used in pattern recognition, perception, adaptive filtering, motor control and many other areas. Application of embedded systems technology such as microcontroller or programmable logic device (PLD) is necessary to control the system.