Comet ML
Comet ML is a cloud-based platform for machine learning experiment tracking, model management, and collaboration. It enables data scientists and ML engineers to log, compare, and visualize experiments, datasets, and models in real-time, helping teams reproduce results and accelerate model development. The platform integrates with popular ML frameworks like PyTorch, TensorFlow, and scikit-learn.
Developers should use Comet ML when working on machine learning projects that require systematic experiment tracking, reproducibility, and team collaboration, such as hyperparameter tuning, model comparison, or production deployment. It is particularly valuable in research environments, enterprise ML workflows, or any scenario where tracking model performance and lineage is critical for decision-making and compliance.