Transformer Usage involves utilizing Transformer Models, a type of Deep learning architecture, to handle a variety of tasks in Natural Language Processing and beyond. These models are built on Self-attention mechanisms, allowing them to efficiently process and generate Human-like text by considering the Context of entire sequences at once.