Bagel Network is a decentralized data platform dedicated to supporting machine learning (ML) models by addressing the issue of concentrated data ownership in the ML domain. It aims to establish a marketplace where data scientists and AI engineers can efficiently exchange and license verifiable datasets in a privacy-preserving manner, fostering collaboration and accessibility in the machine learning community. The platform operates as a standalone chain, utilizing zero-knowledge commitments, reputation mechanisms, and staked tokens to ensure data integrity and quality.