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weights-and-biases

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Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps platform

When to use

• **Track ML experiments** with automatic metric logging
• **Visualize training** in real-time dashboards
• **Compare runs** across hyperparameters and configurations
• **Optimize hyperparameters** with automated sweeps
• **Manage model registry** with versioning and lineage
• **Collaborate on ML projects** with team workspaces
• **Track artifacts** (datasets, models, code) with lineage

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