Hosted platform for tracking ML experiments and managing models and datasets. Un producto cerrado de Weights & Biases.
| Herramienta | Sustitución | Estrellas | Licencia | Condiciones | Autoalojable | Lenguaje | Última versión | Último push |
|---|---|---|---|---|---|---|---|---|
| Trackio | Sustitución directa | 1.7k | MIT | Código abierto | Sí | Python | trackio@0.40.0 | 2026-09-30 |
| MLflow | Sustitución completa | 28k | Apache-2.0 | Código abierto | Sí | Python | v3.16.1 | 2026-10-06 |
| ClearML | Sustitución completa | 6.9k | Apache-2.0 | Código abierto | Sí | Python | v2.1.12 | 2026-09-28 |
| DVC | Parcial | 16k | Apache-2.0 | Código abierto | Sí | Python | 3.67.1 | 2026-10-05 |
| TensorBoard | Parcial | 7.2k | Apache-2.0 | Código abierto | Sí | TypeScript | 2.21.0 | 2026-08-24 |
| Aim | Parcial | 6.3k | Apache-2.0 | Código abierto | Sí | Python | v3.29.1 | 2026-10-06 |
| Polyaxon | Parcial | 3.7k | Apache-2.0 | Código abierto | Sí | MDX | v2.17.0 | 2026-09-30 |
7 alternativas
A lightweight, local-first, and free experiment tracking library from Hugging Face 🤗
Accepts the wandb init and log calls; dashboards are stored locally or on a Hugging Face Space.
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
A tracking server for runs, metrics and artefacts, with a model registry.
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Experiment tracking, data versioning, pipelines and remote execution on one server.
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Versions data and models alongside git and tracks experiments from the command line.
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Visualises training metrics, graphs and embeddings from local log files.
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Logs and compares training runs in a local UI, without hosted collaboration.
AI Infra / AI Orchestration / AI Control Plane
Tracking, hyperparameter search and job scheduling on Kubernetes.