RecML is a high-performance, open-source library designed for building and deploying large-scale deep learning recommender systems, optimized for Cloud TPUs and GPUs. It offers state-of-the-art model implementations, a user-friendly API, and flexible architecture to support massive datasets while addressing common challenges in recommendation tasks. Additionally, it emphasizes community collaboration and provides tools for efficient training, evaluation, and deployment.