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* [MLflow](https://mlflow.org/). Within [Sonador AI](https://sonador.oak-tree.tech/ai), MLflow is used for tracking model training runs, managing models, hosting binary artifacts centrally to ease deployment, and coordinating MLOps workflows.
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* [MLflow](https://mlflow.org/). Within [Sonador AI](https://sonador.oak-tree.tech/ai), MLflow is used for tracking model training runs, managing models, hosting binary artifacts centrally to ease deployment, and coordinating MLOps workflows.
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* [JupyterLab](https://jupyter.org/). Sonador provides pre-built Docker images with JupyterLab and Python libraries which can be used to prototype complex workflows, visualize data, and document design decisions.
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* [JupyterLab](https://jupyter.org/). Sonador provides pre-built Docker images with JupyterLab and Python libraries which can be used to prototype complex workflows, visualize data, and document design decisions.
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<img width="100%" src="uploads/img/sonador-ai.mlops.svg">
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## [Deployment](deployment.index)
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## [Deployment](deployment.index)
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<img width="100%" src="uploads/img/sonador.production-deployment.svg">
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<img width="100%" src="uploads/img/sonador.production-deployment.svg">
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