Deep learning is a new versatile AI technology that solves problems that can’t be solved by traditional engineering techniques. For example, deep learning already outperforms traditional computer vision techniques on many complex visual tasks. With deep learning as a new engineering tool, we can now build innovative machines for traditionally challenging domains such as agriculture. In this lecture we share our experience in building vision systems for agricultural applications and demonstrate how we applied deep learning to understand the complex visual world of plants.