Brain chips allow for the integration of machine learning models directly into the brain. There are different types of machine learning like supervised learning, unsupervised learning, and reinforcement learning. Building machine learning models involves defining the problem, collecting and preparing data, selecting an algorithm, training and evaluating the model, and deploying the model.