SigOpt
Run intelligent machine learning experiments with the open source SigOpt.
SigOpt is an open source platform for experimentation and hyperparameter tuning. It addresses the challenge of optimizing models and processes with multiple competing metrics, including search-style experiments with many constraints. The platform provides visualizations to organize, visualize, and share experiment progress.
Key capabilities include a self-hosted server for running SigOpt in your own environment, an in-memory core module for local computation, and an XGBoost integration for learning model hyperparameters. The self-hosted server is available as an open source release, and the core module can be installed as a lightweight package.
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