This article discusses the various theories, principles and models of learning and assessment in education and training. It covers topics such as behaviourism, cognitivism, constructivism, humanism, and connectivism. It also explores learning preferences and how they can be applied to create an inclusive learning environment. The article provides insights into the different types of assessments and the principles that should be followed while designing them. It also includes references for further reading.