Abstract: The disclosed systems and methods are generally directed generating user control schemes based on neuromuscular data. The disclosed systems and methods may comprise feature space or latent space representations of neuromuscular data to train users and for users to achieve greater neuromuscular control of machines and computers. In certain embodiments, the systems and methods employ multiple distinct inferential models (e.g., full control schemes using inferential models trained in multiple regions of a feature space). Various other methods, systems, and computer-readable media are also disclosed.