Comet.ml

Comet.ml is a comprehensive MLOps (Machine Learning Operations) platform offering robust tools for managing the full machine learning lifecycle. Designed for NLP teams and data scientists, it enables experiment tracking, model comparison, and production performance monitoring.

Key features include automated experiment tracking, logging code, hyperparameters, metrics, and models from every experiment to ensure reproducibility. Powerful visualization tools compare model performance across runs.

It provides production model monitoring, including "drift detection" to identify model performance degradation due to data changes, and debugging tools for models in production.

By centralizing ML artifacts and facilitating collaboration, Comet.ml helps teams streamline workflows, ensure model reliability, and accelerate transition from development to scalable production deployment.