This document discusses bio-inspired techniques and their application to precision agriculture. It describes bio-inspired computational techniques that are capable of producing complex models to predict and describe site-specific crop behavior. These techniques include artificial intelligence, expert systems, computational intelligence techniques like artificial neural networks, evolutionary computation and fuzzy systems, as well as machine learning. The philosophy of bio-inspired systems is to study nature's inventions, tricks and artifices to develop engineering solutions with life-like properties.