Bittensor Tao offers several benefits for machine learning applications, including improved data security and privacy, increased collaboration and sharing of resources within the community, and the potential for creating more efficient and scalable AI models. By leveraging the decentralized nature of the platform, developers can access a global network of computing power and data resources.