OSS Vizier provides a research interface for tuning machine learning hyperparameters and optimizing black-box functions at scale. Based on the internal Google Vizier service, it supports various optimization algorithms including Bayesian optimization and evolutionary strategies. The system uses a distributed architecture with gRPC communication between clients and servers.