The aim of a machine learning and neural network module is to enable learners to understand and apply the principles of machine learning, particularly focusing on neural networks. This includes gaining knowledge about the structure and function of neural networks, and their applications in various fields such as image and speech recognition, natural language processing, medical diagnosis, and autonomous vehicles.